{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "548c5f94-0e30-4203-8317-61167c205f6c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This program computes the votes-to-seats for a home District approach to toy grid districting\n",
      "there are a total of 7225 precincts in our state map of 25 districts\n"
     ]
    }
   ],
   "source": [
    "# 8/14/22 - simplified version of periodic_toyHD, just for generating better plots for paper 1 Figure\n",
    "# PRELIMINARIES\n",
    "import math\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.stats import norm\n",
    "from statistics import mean, median\n",
    "from shapely.ops import nearest_points\n",
    "from shapely.affinity import translate\n",
    "from numpy import random\n",
    "from shapely.geometry import Point, Polygon, LineString #see https://shapely.readthedocs.io/en/stable/manual.html\n",
    "import matplotlib.pyplot as plt\n",
    "# import geopandas as gpd #not needed for toy model\n",
    "print(\"This program computes the votes-to-seats for a home District approach to toy grid districting\")\n",
    "maxX = 85  #this is the total grid length  #normally 60, can make district length an odd number\n",
    "maxY = maxX    #for now, square grid\n",
    "totalPrecincts = maxX * maxY  #toy grid with pixel area = 1x1\n",
    "maxNCities = int(totalPrecincts/20) #set a reasonable limit on no of non-small (> 0.1 districtPop) cities\n",
    "nDistricts = 25   #adjustable]\n",
    "print(\"there are a total of {0} precincts in our state map of {1} districts\".format(totalPrecincts,nDistricts) )\n",
    "avgDistrictArea = totalPrecincts / nDistricts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "86567340-a931-47b5-9939-e59c7d51a74d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rural background is 0.075 more red than statewide vote\n",
      "avgCitySize, nCities, maxX  202.29999999999998 7 85\n"
     ]
    }
   ],
   "source": [
    "#  **input adjustable parameters (this block from wholecity-redblue 12/29/21)\n",
    "stateGOP = 0.50  #adjustable: expected statewide GOP vote share\n",
    "U = 0.2     #adjustable: urban fraction of total voting population\n",
    "cityDensity = 1.  #adjustable: city population/pixel relative to rural population/pixel  #***test with =1, a trivial case ****\n",
    "avgDistrictPop = avgDistrictArea / (1 - U + U/cityDensity)\n",
    "predictedStatePop = avgDistrictPop * nDistricts\n",
    "totalPop = 0.   #after we assign city pixels, totalPop should be close to predictedStatePop\n",
    "blueshift = 0.3   #adjustable: urban blueshift relative to statewide vote\n",
    "redshift = blueshift * U / (1.-U)  \n",
    "print(\"rural background is {0} more red than statewide vote\".format(redshift) )\n",
    "Pu = 0.7   #adjustable: avg population of a single city relative to district population\n",
    "avgCityPop = Pu * avgDistrictPop\n",
    "avgCitySize = avgCityPop / cityDensity   #avg city size in pixels\n",
    "citySizeSD = 0.2 #adjustable: relative standard deviation in city area\n",
    "cityCoreFraction = 0.8  #this fraction of city will be circular, then sprawl from there\n",
    "nCities = int( round(U/Pu*nDistricts,0) ) #how many cities in total grid\n",
    "blueSD = 0.001 #adjustable: variation in blue shift among cities (will loosen this later)\n",
    "redSD = 0.001 #adjustable: variation in red shift in rural background (will loosen this later)\n",
    "redXamp = 0.04  #adjustable, for adding sinusoidal amplitude in background redness.  Can zero these out\n",
    "redYamp = 0.04\n",
    "redXperiod = 85. # adjustable, period of optional sinusoidal redness\n",
    "redYperiod = 42.5 # these are in pixels\n",
    "# decayL = 1. #adjustable: decay length for blueshift away from a city, in pixels? (e.g. 2.5) \")\n",
    "print(\"avgCitySize, nCities, maxX \",avgCitySize, nCities, maxX)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "e421f69e-b9aa-4751-a03f-eec28d04ed31",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def plotPoly(inputPoly):\n",
    "    dummyPoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == dummyPoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y)\n",
    "def plotPolyColorWidth(inputPoly,COLOR, WIDTH):\n",
    "    dummyPoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == dummyPoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y,color=COLOR, lw=WIDTH)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y,color=COLOR, lw=WIDTH)\n",
    "def plotCenter(t,geom,FONTSIZE=10):\n",
    "    plt.text(geom.centroid.x,geom.centroid.y,t,fontsize=FONTSIZE,ha='center')\n",
    "def fillPlotColor(GEOM, COLOR):  #use COLOR = [1.-x]*3 if x is blackness\n",
    "    dummyPoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if GEOM.geom_type == dummyPoly.geom_type:\n",
    "        x,y = GEOM.exterior.xy\n",
    "        plt.fill(x,y,facecolor=COLOR)  #COLOR could be a triplet or a standard color\n",
    "    else:\n",
    "        for geom in GEOM.geoms:\n",
    "            x,y = geom.exterior.xy\n",
    "            plt.fill(x,y,facecolor=COLOR)  \n",
    "    return\n",
    "def r3(x):\n",
    "    result = round(x,3)\n",
    "    return result\n",
    "def fillPlotLean(geo,RLEAN):\n",
    "    red1 = 0.3\n",
    "    redSlope = 2\n",
    "    redMin = 0.1\n",
    "    redMax = 0.7 #was originally 1.0\n",
    "    blue1 = 0.7\n",
    "    blueSlope = 2\n",
    "    blueMin = 0.0\n",
    "    blueMax = 0.8 #was originally 1.0\n",
    "    greenInt = 0.05\n",
    "    greenSlope = 0.\n",
    "    greenCtr = 0.5\n",
    "    greenMax = 0.5\n",
    "    redd = min(max( redMin,redMin + redSlope*(RLEAN-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-RLEAN) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(RLEAN-greenCtr) )))\n",
    "    fillPlotColor(geo,[redd,gren, bluu])\n",
    "    return\n",
    "\n",
    "def fillPlotLean2(GEOM, LEAN):\n",
    "    \"\"\"\n",
    "    This draws a blue-to-lightpurple-to-red shape based on its inputted geometry and Republican lean\n",
    "    0.47 and 0.53 are current parameters to generate a decent purple.  They could be tweaked\n",
    "    \"\"\"\n",
    "    deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "    deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "    gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "    bluu = max(0, 1 - deltaBlue )\n",
    "    redd = max(0, 1 - deltaRed )\n",
    "    fillPlotColor(GEOM, [redd,gren, bluu])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "064919c1-f668-43f9-84c9-4f14fcf660f2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7225 7225\n"
     ]
    }
   ],
   "source": [
    "# ASSIGNING R-D LEAN AND POP DENSITY FOR EACH PIXEL / PRECINCT\n",
    "# In August version, we're just pulling from what we captured in March\n",
    "infilename = \"12MarperVosc500nD25mapU02BS03CS07CSD02cD1nW4.csv\"\n",
    "df2 = pd.read_csv(\"../toy_HD_output/\"+infilename)\n",
    "pixelY = df2[\"centroid x\"].to_list()  # 8/17/23        #FLIPPING THESE VS USUAL -- NO LONGER MIRRORING ALONG Y=x\n",
    "pixelX = df2[\"centroid y\"].to_list()\n",
    "pixelPop = df2[\"pixelPop\"].to_list()\n",
    "pixelGOP = df2[\"pixelGOP\"].to_list()\n",
    "print(len(pixelGOP),289*25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "1e744695-7cba-42f3-8654-708fca02bb58",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#try out some color schemes\n",
    "red1 = 0.3\n",
    "redSlope = 3\n",
    "redMin = 0.2\n",
    "blue1 = 0.7\n",
    "blueSlope = 2\n",
    "blueMin = 0.2\n",
    "greenInt = 0.05\n",
    "greenSlope = 0.2\n",
    "greenCtr = 0.5\n",
    "xStep = 0.02\n",
    "xMin = 0.18\n",
    "xMax = 0.7\n",
    "bigBox = Polygon([Point(xMin,xMin),Point(1,xMin),Point(xMax,xMax),Point(xMin,xMax)])\n",
    "x,y = bigBox.exterior.xy\n",
    "#plt.fill(x,y,facecolor=(0.6,1,0.6) )\n",
    "x2 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "for xxx in range(int(1000*xMin),int(1000*xMax), int(1000*xStep)):\n",
    "    xx = xxx / 1000\n",
    "    x2 = [xx,xx+xStep,xx+xStep,xx]\n",
    "    y2 = [xx,xx,xx+xStep,xx+xStep]\n",
    "    redd = min(1,max(redMin,redMin +(xx- red1)* redSlope))\n",
    "    bluu = min(1,max(blueMin,blueMin+(blue1-xx)*blueSlope))\n",
    "    gren = min(1,max(greenInt,greenInt + greenSlope* (1-abs(xx - greenCtr)) ) )\n",
    "    plt.fill(x2,y2,facecolor= (redd,gren,bluu))\n",
    "plt.show()\n",
    "#try out some color schemes\n",
    "redMax = 0.7\n",
    "red1 = 0.3\n",
    "redSlope = 3\n",
    "redMin = 0.2\n",
    "blue1 = 0.7\n",
    "blueSlope = 3\n",
    "blueMin = 0.0\n",
    "blueMax = 0.8\n",
    "greenInt = 0.02\n",
    "greenSlope = 0.\n",
    "greenCtr = 0.5\n",
    "greenMax = 0.5\n",
    "xStep = 0.02\n",
    "xMin = 0.18\n",
    "xMax = 0.7\n",
    "bigBox = Polygon([Point(xMin,xMin),Point(1,xMin),Point(xMax,xMax),Point(xMin,xMax)])\n",
    "x,y = bigBox.exterior.xy\n",
    "#plt.fill(x,y,facecolor=(0.6,1,0.6) )\n",
    "x2 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "for xxx in range(int(1000*xMin),int(1000*xMax), int(1000*xStep)):\n",
    "    xx = xxx / 1000\n",
    "    x2 = [xx,xx+xStep,xx+xStep,xx]\n",
    "    y2 = [xx,xx,xx+xStep,xx+xStep]\n",
    "    redd = min(redMax,max(redMin,redMin +(xx- red1)* redSlope))\n",
    "    bluu = min(blueMax,max(blueMin,blueMin+(blue1-xx)*blueSlope))\n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope* (1-abs(xx - greenCtr)) ) )\n",
    "    plt.fill(x2,y2,facecolor= (redd,gren,bluu))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "11d96fae-e6e4-4825-86b9-312daba66cc5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#21-Aug first map\n",
    "nPixels = len(pixelGOP)\n",
    "offset = 0.5\n",
    "gridL = 85\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams[\"figure.figsize\"] = (6,6)\n",
    "x2 = [0.]*4\n",
    "x3 = [0.]*4\n",
    "x4 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "y3 = [0.]*4\n",
    "y4 = [0.]*4\n",
    "red1 = 0.3\n",
    "redSlope = 2\n",
    "redMin = 0.1\n",
    "redMax = 0.7 #was originally 1.0\n",
    "blue1 = 0.7\n",
    "blueSlope = 2\n",
    "blueMin = 0.0\n",
    "blueMax = 0.8 #was originally 1.0\n",
    "greenInt = 0.05\n",
    "greenSlope = 0.\n",
    "greenCtr = 0.5\n",
    "greenMax = 0.5\n",
    "for p in range(int(nPixels/1)):\n",
    "    redd = min(max( redMin,redMin + redSlope*(pixelGOP[p]-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP[p]) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP[p]-greenCtr) )))\n",
    "    x = [pixelY[p]-offset,pixelY[p]+offset,pixelY[p]+offset,pixelY[p]-offset]\n",
    "    y = [pixelX[p]-offset,pixelX[p]-offset,pixelX[p]+offset,pixelX[p]+offset]\n",
    "    for d in range(4):\n",
    "        x2[d] = x[d]\n",
    "        y2[d] = y[d]+gridL\n",
    "        x3[d] = x[d]+gridL\n",
    "        y3[d] = y[d]\n",
    "        x4[d] = x[d]+gridL\n",
    "        y4[d] = y[d]+gridL\n",
    "    if p%1 == 0:\n",
    "        plt.fill(x,y,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x2,y2,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x3,y3,facecolor=(redd, 0,bluu ) )\n",
    "        plt.fill(x4,y4,facecolor=(redd, 0,bluu ) )\n",
    "nVerticalLines = 10\n",
    "nHorizontalLines = 10\n",
    "xOff = 5\n",
    "yOff = 5\n",
    "dLength = 17\n",
    "for l in range(nVerticalLines):\n",
    "    x = [l*dLength+xOff, l*dLength+xOff]\n",
    "    y = [0, 2*gridL]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "for L in range(nHorizontalLines):\n",
    "    x = [0, 2*gridL]\n",
    "    y = [L*dLength+yOff, L*dLength+yOff]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "56b35b7e-764b-4046-96a4-66689916a405",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WBsMwDMMwamGdBsMwDMMwamHTEwJmPi4+F/C1um69OzORadNluIe/pk3N1sxs7MpgpbAw5gCmzbzcrMbuC8vL4Oa1TKWvY9rl8RlN50y6/Mhrh596Ak0XT2nwKRDW99Zmf0bVOnXW5nhNuU8X3tX4voTOtdq0KyctfF1u9bi+Hja1wZ9p7FAYvxXarJ7SgczdEFceU6XJeBfAIqw3PYXvTWiGnkkthXnqTTumtBSmk1Ml/MjrIk5OvfL6pQNnWVtSeqqaxmC7+oYlhExVS8Vnl5I903DSovi/3NlEXw+b2khPrgwHszQYhmEYhlELszQE8PFmbGFgI7ZwlFSENWkvVpaml6nJ8avjPbgaAHA1zlflnYcPAQCOwwkAgHW4Bh/GefQ6fPvKnYTYXu3l43Cd26fSdcS7zrFSq56A+1x1aqdPzZz60s5MzEJUNk6J47xViDnN6W98DJseTcUt4aN2v4ysSS1f5fWztjALGRslxeN21uLYLZON2LwFz4el9BTu/hiWIT87LQHlepJaAiD0VK6lot74OmdOSzJH3ScQ6qDeSJ479cVP1OtJl6dtjAVpZ9C0nsqtt4PSUlh22nrM2sIsZExro2hrMEuDYRiGYRi1MEuDoHx5DhtFxXl8XLipk09ZoOMuwJW12ne+GCWlqRprVFkYXKrUqJ6N52SPu3xJkYtn++GHZej6HXxffzna1FYAvmzKxfMRYzyyYnPYVXYJdkop8+FIzWSyOvR9Cb83ES7L5aMgPuudwt8x/U6Fo6my7XRyWgc7WyWtJWBm9cSsBKOhJYCf1eKfPXvnPSk9ZcQKwK4jLJdbM/3GSe67K0OP1rklMm290U9qMFqKyynLVx6mY5i1bipLUQeNWRoMwzAMw6iFdRoMwzAMw6iFTU8EaJOg+wZ4c2tWanZFEB+awcpNjFfiPd3PF+Cq+s0t4byOA5fkGpyr2sd2N2OmX5aOmdXYciTZL212DKjMvM13W9em0DY1hbo4bfbke7wz02p4Tohrpz5mOX3P+DIs7SjGri2sXaaKic2YOeJ3lOVm7y0zfsqwcJmYCys3+Wakfn2NWdDOlJ6YgyNbeixxeuqHloC0njLiGDcMLcm84d1kznrayTSlp/AqyvXEnLylk6TTU6y1uA4/daenKvlvVtnv9uC0VJTdm5561VJZHcPGLA2GYRiGYdTCLA0C2bNskpEQc2jLOr3HBuk9y56y61HKnmVdh61+cC4ZLV2Ld3c/p06+CylfZhSeouhGVnJU2OjUVIw0w/RZpwyI9M1O+drJNDyNL6yzCGuqsNRGMqFzlnPU09cjN4tiIzs+0mCjx3IHp+qlsGFdrvQmWmDLupgbH7rvozwDoqVSpkZz3KrgcWXHzowZ2tSSl4mRWAPaspNDa8h9nkktAWk9DUNLMk9D5PXue/69dfe+GeilEaSX9YbvPDsnRLYp/Bw6iusRvNeptjqmtCTbMAwthe2T76M7n6ilUlZZGjPxtHQdo4NZGgzDMAzDqIV1GgzDMAzDqIVNTwji9fnO+OXMeP5obG2OCk1Uer3thbhiAC2eHszhpv4R3zq+QcJCw7TcJ66NDNpxMSy5pepnzlnNbl2yvMlOmDx7QqdjZnpvTsy7ZkZ/jS2RU5uD+fHELp124Kt27IrjZLw2gzOzqHfgrZpiQJBe1hU6Lrp02rTaoHXIqYu848Qnp0XYM9BTES5sFLUEaGfQmdRSUa/Whi9dv7fMcbgJprVJEebOntDpmJk+nOoq9BSa/bXGG903hd2r9JSBdkYdjJbc9ci/xeeUnvT9CafztCaZo+SwMUuDYRiGYRi1MEuDQPcYw54fG52lepvlO+KNBs1g9OH+hvYHIHb0Y059Dl+eH31w57/Y0YgtSfXOkfq0QpBRiMTtzc+eQbiE042mytoZjhplW7Q9qUgRt49ZH/wpjmlHLb7bnq4xQ/g8ZVuY5atB39vykU619YGlc3HxzpRtqpfqtswOPQ1DSzKMLUkNnSOZNvQ76lvC9KevI7RccCfFJtrUSsHfbuZcrnUf/j6E7R+clnzelHWt+FzXQq11MIrvvFkaDMMwDMOohXUaDMMwDMOohU1PCJrELCvDuUOZDmOHm4wi/DhhD3P08zsyalNpOLUAla7dKalYsZ1jTmCCLdI1A3Mi25GOOWcx58iwbWH7pDmzFZTh2lwcrJOJ56pNkXXWibsS4zrqviMp5y3XtpaYGmCm6SZ5R73ZOn2kdCN694t0urw5xKEtI/fMtYc7lOmwcI+H2aGnYWgJ8M+AHSfODonijsPMOVJfR/gk3HSHnlKRh855Pelpsrp7mCC6B0X76r0j/dSSzBM+K/YO6Kk7trtw/ByLnKO3U4NZGgzDMAzDqIVZGgRNMXqVDi3xaIs5qlQvFxs9zsS67udP4O0Aqnu2zDnRjz5kWJlDXN5xNGpDOjo5ZytZRjvhrMdHtHL3x0ZQrswjrRR+BKjzyiWXrrZW0M8uv1d8X3+5K5+rSxNer07Hl6cy5634PZTWsHIHx9B9z+3qWLX8rHrJpfvcKLE0sJEYG5WOKk5Pw9FSURIQv/Nup8f0c2FOgn73R1+e16l8vydVGMvr9CTvim9r+l7xM2fcjrGe+A0ZnJZ8WJPcM77UU+44rHdfZdaHUXznzdJgGIZhGEYtrNNgGIZhGEYtbHpCMCcwSeXCGcuZqPUBPGUmWJlvNvAO3AAAuBFrSSxb4812mNPrqmPHKucQVewMp9d/54E5zsXLcpuq3GY3lTf/t7vPSq76dvHaAVNeo3xq8TPkezzUWxc/N3DeLDfHsp0jZfti50xv3udtzVQ+PtWWMsFK3DRe1Y6QsalW6iI01ab2aZBTKrNDT8PQUpFX77/AjtX2epJ6aUQhXi/t4FnlQVyBdsB0bY6fWJmewmtjDob6HsztOm/OvJbCtPrfAz6tVq4lmW6nm5746le/iiOPPBLLli1DlmW48847g/hTTz0VWZYF/730pS8N0mzfvh1nnnkm9txzT+y222446qij8LOf/WxaF2IYhmEYxmDp2dLwq1/9CgceeCDe8pa34Nhjj6VpXvOa1+Cmm27qfp83b14Qf/bZZ+Mf//Efcdttt2GPPfbAueeei9e97nV44IEH0Gw24+JmjHj0412SWt0wdMIcZcf/xuWtwzsBAGfg431tc785HePdz+M4TcU3ySjA9b8zMtIIR+Y+rNgZTvao3cgk7Szow3zeyU6e0JFVO1i1um2XzkduBBOOPuLlT36swBzFPMz5zb8Hsg5fF7s6jR4dxfvcNyMnM12vHv1UWR/YMkJ5n3V55csmpZ7YMrmyo+njtjgtAaOtp5nUUlGOs/bId77cWTAMK/JOCv2555xBO/+2RFvSy0nD92xOkNPrKbSOhOVKwnc+E/93IfHVDUpLvmzm/Fu9pNjVU64l1q5RoOdOw5o1a7BmzZpkmvnz52PJkiU0btu2bfjkJz+Jz3zmM3jVq14FALj11luxfPly3HvvvfjTP/3TXptkGIZhGMYMMBBHyPvuuw977bUX9ttvP5x22ml44oknunEPPPAAduzYgSOOOKIbtmzZMoyNjeEb3/gGLW/79u2YmJgI/jMMwzAMY2bpuyPkmjVrcPzxx2PFihXYsmULLr74Yhx++OF44IEHMH/+fGzduhXz5s3Db//2bwf5Fi9ejK1bt9Iyr7jiClx22WX9bqpCOkLKA6vm1HKEZM4r2mw1u2C7FjpTszafNogZM7wvfhe72CHKu2v59N4RS5o9tXHV1cEOtmLHYEv4gVXtUieznOxXUHWITpja1atNq3zPCJ2Xl5srk6qPb3XK1dfPnA8bgQ60AxibxoiPj5d54gOr5tRyhCw/IMi0VE9LRTqnA+n06Kbk9NRYFuhPO1ayY7B1nL+mXDxb5gDt9cR2hNROx5KsG6en/QatpaLscj2F034tFZZ149K7oI7i9ESW5/mUFZhlGe644w4cffTRpWkee+wxrFixArfddhuOOeYYfO5zn8Nb3vIWbN++PUj36le/GqtWrcKNN96oyti+fXuQfmJiAsuXL8e2bduwcOHCqTY/4PM4Cj/54b8FYTtW/hoAMHfzrkF41Y9W2YYhAPAolk21iUkWrnwEADCxeXnfylyGnydi05uxlOXZvvI3AIB5m3epTF13C9V+pwOAyZXPAgCam3ernaeqrtQmNFXpUi1vrXwGwNTaGpZb76cg9f4HcdHv3Y5VHT1tqq+nqvYNQk8LV3W0tGnEtbSqo6VNo60lAJhc1dHTpv7rqa9aWtXR0hTbmfrt5+mr/i0p4n93/z/BybhrSm1iTExMYNGiRVP6N3TgSy6XLl2KFStW4KGHHgIALFmyBM899xyeeuqpwNrwxBNP4OUvfzktY/78+Zg/f/6gmxqg+/4AexHqviSD6iz0m/SPm6RKFEya8ag2fffY7o+8Jp2b/8jUS5fKU/fHsn7Hsqqc6dPryLz/HQn2PaWldL2mpTBP7PyX0lIRX/5WDVJLLF8/9DTKWgrr7U9HYtgMvNPw5JNP4pFHHsHSpUsBAAcffDDmzp2Le+65ByeccAKAwhqxYcMGXH311YNuTikn4y7cvvoV3e8N5Ni0/kEAwKrVB3XCtAk2taJCPvyP4e8G0m7HceuLe/mF1X8/rXLGcUpFCm9Y02HV6Tau3wgA+L9WHxD8YLS75n/tgc1Mk1Vb704Sr/E2SSdXa8jyHl9/PwBgr9WHdsJ0vWys0y4pL07n49LTJ3VG9f9nfWEh22P14fQfXnZwVGp/kappAj4lR7ZYfzrMu2lDR09jB4FtQV21osKVPXAtbehoaWzEtbSho6WxAwDIPR60NtpEaxKmP/duTpIVTW2SrkxLAPD4ho6exg6NJmjYNtJuii+lJZ8ujC+fPqmlpQ0dLY2ltQTwFUhpXekpbK41/c6fnPfPyjBdeu40PPPMM/jxj3/c/b5lyxZ897vfxe67747dd98dl156KY499lgsXboUP/nJT/De974Xe+65J97whjcAABYtWoS3ve1tOPfcc7HHHntg9913x3nnnYcDDjigu5rCMAzDMIzRo+dOw7e//W0cdthh3e/nnHMOAOCUU07BDTfcgO9///v49Kc/jV/+8pdYunQpDjvsMNx+++1YsGBBN89HPvIRzJkzByeccAJ+/etf40/+5E9w8803D3WPBoA5oBS9vLnY0QnVox8/AtOjpNnEON7Y+ZQa6QB8l0Y2EnJoZ6si5WSQ3vWywwNunDOTHMmXh0l3sHnQh/fEzllFmBvVhNcdO0L6EZY284aOZ9oRkk2zeIOydNTSFgn+NEJHW7k2nFkE2ChJOyny0U/sDCypOqRNW+aknnS60LGMOQ7ODoajJZ8nfKe0o2+DvPMszD3xeaK8FilPOjs6UnoKrX/l2gg1znZf1frzvyOD1ZIMC6eyyy1zMm9aT9qaMUr03Gk49NBDkfKd/PKXv1xZxi677ILrr78e119/fa/VG4ZhGIYxJOzsCYFcalYsuQktC5kaOQEgvUjlNg5gHKcCANbi5j61dvqM40Txjc27Z9HfOD5OJ6+bjaIaIn8bYY9al+F2oguP9XWjCz1iC0cwRZjs0fs5V92TD+eBXV252hGSnTMRnwlQ/NVLD3lXu8o9K3RyC9sQlthEeOR0PGLjyyHTvjgZCWt0dSGXZoZlyBY0oyVnDbSjtjCrArPgFTgtAaOqp2FoyZfXiJRQlMqOnJeje23h8C3xYU4Pof+CtjJ5HwmP01McFqdrEz2znUl711P/tFTWpvo7QjLLXGjVjMsZFeyUS8MwDMMwamGdBsMwDMMwamHTE4I5ZCc8QJqI4r/x5zhMm1vH8ecirKhvLT4/hdb2A+aAJdHmPJ+napkYyyvvxyRAllSFDl7M7KmnJ7yJU5sOQ8fK8qmI0JmxaEUOb1r35lZ9jDHftZD1x9mK7fQqbuacGDuDuhKKtrJpBDbtwJwj3XRC2sExLr/Iq5eLccdKl4ZpKKUl3xZ5jV5P/rkMX0/D0BKQ0lODvBfhssmsk1pOv2mzunesTE9FeHO+b4XTU6g/N/2ndR+qpFxPeWVYWG4/tCTLqT7SvZ6DIz8a26YnDMMwDMOYpZilQdAIlsHI3m58fCkbJVU5cZWHSYfEtbi9dnunyjj4keYFVcvE2NicLRPTe8r78YaMd5RvyhKm0g5l3u1MjgKanTBfnlsuJlvpRhpzlAUhD9rbjBwii89sQxx00sv9+rVjHLtanyrtqKVFyx0MfV3M0uDitDMjc5hkmzFVO0eydyWlp7oOxukwpyfTUlx2nCouL26de85NEZZ3apTnvBRIy8UcZUHwemoGWnN/2WZtHqenNrl/7GoHrSVZXui4qJ0ZmcMk2ygw5Rw5SpilwTAMwzCMWlinwTAMwzCMWtj0REA87cDXQdd32Op9P4cU43hD9/Na3JFId7T4VtexisHWlrN15CxsDgmL+6hsOqjuOnbWSjlNoO93s+sAJvNqU6h09vLTEnrtOLpOkuz+yJBy5zFmsuQmVU0cFztvxebTqn3uudOcNv+njvDle5gw/VTpoN5URFqTaZyeUloq0h3d+ZTSUll8HDcoLQFeT3zSq7xNPMRrQ9/vZvAuh+llbbEjcjM6Gtvn8L8FbXqvXEjasTmeThuUlsIw5rjIHLq1NqqPlzdHSMMwDMMwZilmaQgoOz+ibMTE4qrS1RslSasCG4WP4/VB+o14vBN+VFRSnR3SytKz0T8rLzXqYUvMXHyDxFU5cTVUuoz27l0JPsyNSELnoqzTmrA8v0TMOWDpe+GXXLIWs+VVPm+TODixZW98dBSOXOSIhztg6VESSFiDjFT5fvjlO+FVWwbc97pWuKp09Sx4Xk96FN4fLcVlx+kHrSWZl1kkUlryn8ORLXu/s04N0hFSt68VlSf11CbPIFxyyVqsnQRd3mFoydcetpQ5GMd1lIUxi2CVY/gwMEuDYRiGYRi1MEtDQNloJR7NyHRsHjFVBouXy8XeEMWVlVdWrlvaVF5HeilY1SiF9TOZlYCNjsrPnvAb01TVz6wzuk1+AxsZpjd8cvHNYE61ifg+8pG0bp+fQWYneFb5PpSPhNioVc/DxmM4PoqS5bH5U+bTULX5DtdBmSUtL0nHfFwkZZaLuI4iPrTWTUVP8b1neh4VLcmy5SZPKQse+70r11KYSm/4JK/Wb4omz3vRo3/fBt2+8I1nJ3imfB8Gq6Uwj/yd0H4JzKchtTFctQ6Gi1kaDMMwDMOohXUaDMMwDMOohU1PBJQ5WMVOWVWOWKmyq5xc6kxBpOqLnczqLrnUzoT1wxzSrMb6o7LeOL/LK19JZjL1Ewq6XF1eFqTTy8/Y0dhy//jYyasdmCJjE6wvmy2VCkPKzdvh/v96GqGMwnlLT6nwxX5657pm4t3jZlQ25VWVzr2fdR0cGXX11w8tyXLqLrkcFS0B6eWa4YRCWC4vz+tJm/jZ0dixI2KhJ+mc7N7veHowbEtaT+VTr4PSkvycBfenIKUloGyKr3z6ZJQwS4NhGIZhGLUwS0NA1YijKp0jZZGoW2/dvLKuqpFQHJbatb2MVFuqlpjJuDbSjmCyfXWXkOlxQOjgpB0h/bIyOUrSZftRigxzLfLta5N62WY13DkyD8qV5eQkr3b2yugSs7TLnhyJsfhULHOkq3L+ZeF13m+Zrq5Vj4XV0e5UtATod3MmtSTrl6SsdVXLm9l7G1tfpJ60s2xKSzJHeBfdMmddL9tIjTtHDlZLsu1hLp2Op0+9S2z5/uhglgbDMAzDMGphnQbDMAzDMGph0xMBdR1Q6pouWZ4qc1Ndx5cy81ad/Km15VX56+4w52DOVnXbxOJS6aqMhzqGHcPLHSW1eTRP3At+d7QZtXp6QJvVy1en8zakdq5jd4wdec1MxXFLy1tVVxt185TtjNhrval0O6uWZHzvb1CqNHZEfHxtDeTBlEW7q7/0VElKT+x8icFryYdWTSSxI6/ZNKbMwT+PBmZpMAzDMAyjFmZpKMWNNDJoh7wqZ6/0OE7DlkhWWSTi8rKStvSD1GgKSO92V7en3Gufn4Wl+/zeqlA9Nojz+FGFdqJqkb432/1Rnhboa5WjHn3tqRFOTkLjBWcFbGmfu560o5o/r6OOgyOvI/zr9FR1VkuqvKqRWGp5IyMub2fRUlWeKsfO8t+x0KpQ//cuj+6te+elM2NaT7LecmfHwWtJhmmHSdb28LyO1DvP6h0dzNJgGIZhGEYtrNNgGIZhGEYtbHqilCbKTUNTMRPWM6F7qg6YKasvLquuU1acvqwtDFc2S5e6h+xeVJXB4ouwtfhkN2Qcf5WoX04TNIK/Yax01NLltKkzmnaO4pMD2tzKnbicadOna5Q8y9io7upoEtOqMwGzo42agcNm9Ypzl7IctotgVXmpdPVM6CGpw8/K6irTUlXeOu0oY6pakn/Z1AZLX64lwOvJa6msDe69lRpqiBhPG1nPWpK18skBPR0zeC351sjpFHbsXrPrsNkPLQ0fszQYhmEYhlELszQEsF3TgHTPvEXC4nxAuvfI6q1ymCorr2w0MpX+YaoNVe1j6WRY3B7m7MXuexG2FjeR+j1upHM6blRx63BGkLL4P3eYTB2/yyxFbXodeRTHnTL58duZCil7Q4r26jM0/PIuGYcgLqw/LBMAWmIk2KTvfGpUHTshsudf1JKmrtWM1Zt6X3vVkqyjLsPQUlle/Y6m9CTfqbSepAWPO0zm1IIT5vUWAXYdctmis2Zo7Q5aS0WYO19DlhfXH5bpcHqqr6XRwSwNhmEYhmHUwjoNhmEYhmHUwqYnAsr6UCmHKOb6kpOw1O5vLJ2k3NSmifOXO9+sxZdUzDiO7n5eiztJ/DGkHua8VWZSLXNqnL4ZVcLMqI4zsE6FXYd3dT+30VDOWt4U6mHOXlmUHkH6qumlOlMh0vTrv2fI1fp2/8bpY4qdA5g0wTaJYxfbzc7FyzBpIGZtDinTE3PLZMbkqoOWUgc4sfZNX0uA1tPMaknm6c8UnyOlJSCtJzaFEE7Tub86LDT7p/Q081oqStbacPHSmbiV0J+sx4WFLR49p0izNBiGYRiGUQuzNASwHjrgR0CTnb9TGemU78pXf0TE4uO4RhTmRhV3kjI0VenW4oulceM4UdWbvqc6bi0+Lcp7ayfsU8k29YOz8LHg+3E4AUuwVTgA6uVabBTTItfNn175UjjuROXxVgIZXzhuybyuLT69HrWz0VxG3r12MEpyMdrRMItKlHGeJryWwhI1VUels9FmXWtdHFdWjh771tHTzGqJp3N6cloqwoatJ2l1KLcItMj1joqWinTaoswsjcwp0+kp/JdE64XtbDlszNJgGIZhGEYtrNNgGIZhGEYtbHoiIHYWik1nczt/5drauo4qKdMqW6tbtZo4rpc5PAFr8f/WbN/U8abUOs5b8jNL75kJM2qKrViCdbgGAHAVzgcQO2zpNrdJGEuXJeKq3ym2212x9jtDvCdC0aoCfb8zYjJtBuZW55wld4lsdNL7tjdIed6tMX4XMngtFS13JdejatovpaeqqQ0ZPpu0JPOMnpYAryenJUA6E09fSzx+UFoC2P32+zlIHbSDuOKz2yXSP2d3vQ1S3iiR5Xk+eq2qYGJiAosWLcK2bduwcOHCvpT5eRyFh394TxC2feV2AMD8zfOj1PVexPpM/xFsX7kDADB/89wg/FEsn3bZVSzDI51P1fNvYTt1+kfxO31s2dRZuLK4ponNxf1bjMcHVNNUOg0hO1Y+CwCYu/kFPdRar460Z0ZFudFv7vZVHT1t6kVPU9HG9PS0fVXnHd004lpS7RxhPa3q6GnT8gFqCWDbNPXCjlUdLW0apJaAXvW0z/6vxsm4q3abqpjOv6FmaRDw3fkYdZfOhaXXKy9FvRdtJn7cqupbhp91PpXdq/CaR+XHTTIHk1P4gSt32Oq1jN7rzKLQ8lb4nfPCUJ1Ot6lOuXXbEZbdDy2V5WGMnp52Vi0BU9FTr13WdBm9pJ+KlsLa0g6YKUfNsrJHBes0dDgZd+HO1au735to4QfrNwIA/u/V+wOQJlo2dcA8sKeSLk4vKV9RsXF90ZPff/Xe+Bj+nuSdWcbx5s6n8Idu4/pNADLsv3q/IO5jI2A+lRy3/gQsxuPYe/XLAEjx6p8FdmAOW2XBOqVVP4bMuzv+wXls/dcAAEtX/xHNm0GvlHAlVk1F+Kv2YY3O5wZ5H4O9G55ud+oopgt+sKGjp7H9I9Mvmzpg2ug1nSSlp0hLGzpaGtsbAIaup1ItbehoaWy/IH7UtAQAx23o6GnsZVQv8eoFGQfwVRZ6y+i0nmppaUNHS2NpLcUtcaSmIsKrdhqSutLvowt7Q94/K8N0MUdIwzAMwzBqYZYGQXg8a3G4Soa8u+bWO3tVOVOxUU3ddHpNeL015i49O2J25lmLzwAAxnGqCG3AO5g2sRb/Y+Yb1gOPYzE+jisBAJfjIgCxI6SG7RLJTYz86GAgfPLezU+OXJyzVVhu4bzFRtxsRzq3+6NskRtN6XevEYyrnCOkf3/dCKsdjMTC/QOknkJnr5Sjb0pLVemYCb/KIpFjNmqpSDc79OS0BHC9xHEyPqUlVs6gtCTzSmtBq5tK1qHfvUZXE9IR0lnm2ipslDBLg2EYhmEYtTBLg6Ds6OK2Ol9CLjXTc11pxy4ZllqGyeZty8opeBR742O4jaSdefwOdLJf6kZHxedxrO3GrMX4DLWsmvfjb/AYngAAvA8XAwBaRCpt6KWH3leBLRdL768fx8ny2Ni6Eb03xXuqLVksfd55p7NgpOPq0haJcEdI5w/hmexa47TvQ3x0cdFO/c6Ho7M6y4zDq/OwvMynqLzc2aalIl2hp1HTEoBATyktFZ+Zr0K5nspdQgenJZknDxYXu98Ebc1oBBYE7QPk9x2W51GYpcEwDMMwjFmKdRoMwzAMw6iFTU8IWoGZqQ1/TGqzE6+PBHaOKqFjFzphbNpB4uKlobdFwuL0wFrcEsQchxNI+uHhdqAbx191w8LjcZt4O26Y8XbV4WJcjuNwAvbCE5jsSkQ/P3/krccbwbXjYLirItvlr95qdD+BFe6mN4lmdKBOWEebmP/5lIDHvYXh0dh6CibrTmNkIm/oOCz1xI4Elk5f3ukYIqzsAKwit251i4TpPDuDlgCMpJ4uxuUAEOmpXEuAfL89frpYptPTX+mpYc1UtVTk0VPTfLq6QL6B/mhsXUcWTGOM3j4NZmkwDMMwDKMWZmkQhJYG7wgZWxjCZWrlPWC2N7+EhXnYcp/RWAJWhxtxOoDwnuZodHvTLTRxPc7sxp2J62e2gTWQTrCu3fKZpnZr46MfbX0AHWnInKkRkx/xZ8iRoxGdilK03Y3Qw6Vm7r2VYeUWETnq8iN+5syYPi7b6Sm0XLhy09YZtje/b1PViIwtW54deqqjJQBdPY2ilgCvp9BKojc+K8tbwDaGCg+YlukHpSVZXvh+u7C0RcS9/6FemKO9OUIahmEYhjFLsU6DYRiGYRi1sOkJwaQw/zWE+W8H5gHwe+hXrR92hq0GMfOyvKEJTZeXUdPqaDMZmfWLz76P2kIzWJs9qrQjEzBz4or3IYjDfFyauoc9ebNo+C5Ndl0PXTo3TdZU6X0+vR8IO5o33KfBvbd6PTnb4a4ROZntwLyulmQdKS2FdaT3xfCG7Kr7OTv0VEdLAGaNnlrBtFC5npiuwnTlDFpLZeV5PTG9SAd6pjW910k+gs+05xZ99atfxZFHHolly5YhyzLceeed3bgdO3bgPe95Dw444ADstttuWLZsGf7iL/4Cjz76aFDGoYceiizLgv9OOumkaV+MYRiGYRiDo2dLw69+9SsceOCBeMtb3oJjjz02iHv22Wfx4IMP4uKLL8aBBx6Ip556CmeffTaOOuoofPvb3w7SnnbaaXjf+97X/b7rrrtO8RL6x6S4HU1iJWBLLv3OftrBKnSOLN9tT/ZKmTOa7G87nHPU6bgxfVFD4gx8HABwHc7qhrUD560GzsFHhtK2uhQjjrndzzHs5D0W5p2stMNWSPn+kFkyzN3TOdTZ0bcovee+e+dbxGGLO0fqsNBy0QjKlWnZkku2ex8i57+y62gQiwlzRmP30WkJGE091dESgFmjp7SWAL9EOL2UkjkT6/RhC3TM1LRUfNa/6a7N8p1vdfWilzeHzpFsB9XRc4TsudOwZs0arFmzhsYtWrQI99xzTxB2/fXX4w/+4A/w8MMPY5999umGv+AFL8CSJUtq1bl9+3Zs3769+31iYqLXZhuGYRiGMU0G7tOwbds2ZFmG3/qt3wrCP/vZz+LWW2/F4sWLsWbNGlxyySVYsGABLeOKK67AZZddNuimRnOC/pRLv4mP6wF72JKYJia7JcjS4rA2mcOSJfu87q+2Pnwc7wAA/Ccew2NYWnZpQ0OOKN184FYswboRHhWdhw/hGfwCgH9G/jrSPg3MqsA2aCkfB/F0sg7nDxB7urSi/fKbqhYZ50be/p1ylrbQqqCXlTXINXrfAvmOhkvIpJ5keS5VSkuyDm4xqdqvX2/ExawPH8c7TEt95Dx8CAACPbWi39mYHOVWhdHRkk/dJO+8tFp7q4K2XDTINYb+FTuBpaEXfvOb3+CCCy7AG9/4RixcuLAb/qY3vQn77rsvlixZgg0bNuDCCy/E9773PWWlcFx44YU455xzut8nJiawfPnyQTbdMAzDMIyIgXUaduzYgZNOOgntdhuf+MQngrjTTjut+3lsbAwvetGLcMghh+DBBx/EQQcdpMqaP38+5s+fP6imGoZhGIZRg4F0Gnbs2IETTjgBW7Zswb//+78HVgbGQQcdhLlz5+Khhx6inYaZIlwK5J1SXHiDmDPZEb6t7hI3nY45QoZHq5Yfvy2nLJyp68yOk9So7ZfvkMfgFmbBDIvxOK7CewJT44W4cgit43wYf43j8C3sgSe7plTmdMWWuLXJ0kxplNTo2HBRINulcQ5JWbRHvl8thISTKHpqLH10sHbOCvNmQXoZhqDthZ7CvO6v3k0y3KVVp2OOkP7Y7/Tx2+g+Wx92Jj4+K7UEeNP9qGkJQKAn5hCc1hIA8n7VcXYclJbCOvTUWFaha7+TsD5KPtxhcvToe6fBdRgeeughfOUrX8Eee+xRmWfjxo3YsWMHli4dvXlEwzAMwzAKeu40PPPMM/jxj3/c/b5lyxZ897vfxe67745ly5bhuOOOw4MPPoh/+qd/QqvVwtatWwEAu+++O+bNm4dNmzbhs5/9LP7sz/4Me+65J37wgx/g3HPPxUte8hL84R/+Yf+ubAq0yagmDtdxxZK8cG9+l05v8MHOJGBLeyTeGU2PnNwyrB+PmPPW1Z0RhhxBtMWVtsSSMQB4P/4GgD8Vb5ichevwGzwJwLefjYT4JjQsnUOPIKo2+/JhekOjeGOjeHQUj66ZIxZb8hXWpS1fGbRTKLNSsMWnRTu5npyWZJtj1+QijG36w9pSrqUiXl/bdThrVmoJ8PfCaQkYvp7OwnUAEOgppSX5Oa0lgFkfYk0MSktFWv2eseXIfrkmO5dFO4UyK8Uo0XOn4dvf/jYOO+yw7nfnoHjKKafg0ksvxV133QUA+L3f+70g31e+8hUceuihmDdvHv7t3/4N1113HZ555hksX74cr33ta3HJJZeg2ZwdB8gYhmEYxvORnjsNhx56KPK8fKYlFQcAy5cvx/33399rtYZhGIZhDBk7e6IEZz7PwEzTbP8FeYQv2+tfm57aJC8zZXmzmnaYlCbyJdiKj+DswKR1Nj5acaWDwZkWW8TECLgd7aRjZ9Hqy/C3Ik2zE3bJoJqJd3fWuIemX29+d85nfh23bLNLBRGmTaapnetYeRJnDpXtKzvit0ij3029Cl1OHUhzq6tTvo/63AOfhzkk6vql+Tylp9Asm9rrX7elTfKyaZbwOrTDZI4s0JKsbZS1JNPJa3R6kvdxUHp6t9gvgk/rFXpi2tC/lPGURZg+DE2X5+ivlvxntktk6PTo3ke5u6n+9wDQTpSNkvYNk9E7DcMwDMMwjJHELA0CubzLL4f0S5n4MjV04tiugMzp0ePHn6xe6d9R7mQW40ZKjmtR+Jycg2tLcvSPK3BB93ObjHrkfvl55Ag5SZapMoep9+IDAIAP4qIpt/MsMWKMncjQ+eb+H+9Ax/r9bIc7fipfFqWKxy3sqWpnPWbhcPnZcsl2YlQTOkJ6JzAfpuv3Jch0rU6YHE2x5ZDOiY8tUwuvJbyKMqdHV4bMGy6RlmHc2sKJHV2dloDB66lXLcn4SeLQndIS0B89SR3w59ernpjDK1QYe+cHraUij7a4eUfI8FkVYdoRMmydS9cSYaPn52eWBsMwDMMwamGdBsMwDMMwamHTEwK2VrggNLWF6bRzDXNeYaY0dhRJRsx6fk293s2uaiczZgb7MM4FAJyHa0gLeufKjik1NJ/qtdZZ578ceholzgf4K7tImFFd/AW4QtR/IQB/OA7gd6KTOEc2vtY7dEiM28YcrOSa7rC0MCXbz0Gn4lMWruwwZ/w+FAdBtRHvTFB+IBqbavPXyBzAWDvlNbLd9squ270FcTrpJKyPoY/Ty7aktYRufeGaeu/6GaeTbWAOmA6nJaA/epqqluI8Oq/H6UlqzenJaQnwekppKSxb3ttQL2V7mbB4/s6z395yPQ1DSzI+vEbt6BvWHqYLn/PoHVhllgbDMAzDMGphloYSuIOaHk2xPi2zKrhvoSONXmIj+7s+jC/ui9P5GN0XnMqIyO1Ed74YwTPYYiR2X9poBiOL+jvD6TCZ93xcpcLOIdfYIssH42uI4+Xyyzgdc7XiZbN99Vl5bCSSB+llvfr9yoJ08Sg9/MaWprkzJZjzIStHv4/SGa6JdpRelslGU8wZVV83gufjtKaXf4b3llnryq16YXvL9TQqWirC6u5aqsNcXqclGZbSUlyOvo4wriiz2hGxvNxyLYXlDVZLsi4Qy4m0fTXIu6zTy1b40LJltsNk9FpkGIZhGMZIYp0GwzAMwzBqYdMTAmmO0rsk8O8uT7hSn69RLuI0oXOkW2PeUimY2Tg2w8UmMFZfyrT6IeH05Eq+CueL9hVXKo/fZevneXvC+8F3zCzLG6cLTbVFer1fQrwuvKydZfGx0580X7P9D9q174VO5Z36qtKF5vcM6feLv6MpByv+zOIweb/djozSUczVG680L9NTaA52LWFTFrylcVg72P+kFcVyszE7QCxVV2rabya1FLadvb9pHXjTvZx20Psl9K4nfQ/ZwWls/4Owrt70NGgtAfIdrXJWZG6ZUGHufsvdTZnj5bAxS4NhGIZhGLUwS4OgbB9yH68/8d6jjvOWgXTPMbUsh8Wx1PzcCqgwNhLibfK4nu+VYsc6tmSOO4OWw3aQY31+7oTnQvjd0Hk9bdpOvoCvrD623FY6MPH3SlspyqxHuu06XeoquROXXrLLngAfVTDnQ5aq/K3iY/i0/rhzZLmeqpa41b/P7NwKqDCnp9HRkmyNts9wJzwZUq6nlJbC0nrTUpFDL7d1ekppScYPR0s+D3sCKS0Vn/TOqKOIWRoMwzAMw6iFdRoMwzAMw6iFTU8Iyo4h9dMDel8FNnXAzEzs6GCPdHxJOZ7pNum2VhkdpQMYS6eN08zAGObVh2yx8sKS82i3C72TGl9vXx7G2hceM1vQDszq7GjeLHCIKmsfM4H6A2v4dcctjN1YY/zR67oO5rAVfm5H6eQ7qstlYSnCd0vnTemJ7avA9MKmQKrrqKe1lMNbXE9ZOvach6ElWXY4PanN+ux9YGG8fe7eetrd3zt2bLyfWvFhbBfS8imGoj6mF93ClOr6qaWy8lJhVfBJ2Hp5Z5Isz/PRa1UFExMTWLRoEbZt24aFCxf2pczP4yhs+uF9QVhr5a8AAM3NuwXh0/lR7S1P/bw7Vv4aADB386616ukF7nk9tXImVz4LAJiz+QXTqqt+m9I+DWV58pUTxcfNvb1f/bpXPbFyW1Hr5kXo5SpjpvPjRtO1w/jWqo6eNk1XTwPW0qqOljaNuJZWdbS0iWupl/p61VMvWgKAfFVHT5vq62koWlrV0dKmmdYSkvX99/1fiZNx15TbEzOdf0PN0tAD7EV4AnsBAPbCEySHTv84Fnc/L8bjidpGpy+XWobWezk5Uq4+deuq36Y69pn+kTqnoOqJMnfA9D98030WU2X672ZKS0DvekpriecdBjOpJVlfVV110/Xj3atL1Rk6qSf6fNLSTGOdhg4n4y6sW31s93sG4Kn19wAA9lx9eCdMTzt8ApcAAN6Pi1WZDWKC/Tg+2A1zXtP1TcQyXRj2k/XfAgDsu/qQ6IeJeR3nQVwZefevXI/PxJsFf2UL44N3Hlv/deTIsGT1H0dx2kzp1y3LsCyIA+RKBVYeSFiDhIV17Fh/J3IAc1Yf0yk5D9KH7Sq/JyHap5rvEcB8r0HCOunW/0Pxd/XxJWZRZ1KWW9uWT7WxPUJkO5okb7ObR0wdPB3q5akNHT2NHQ427eC0BKT1JOt1epIrEOqbiPW0CJDjJxs6Who7JMjLps5Cg3i5ngaipQ0dLY39cRDfhp5CY/UyrYXbFrPyQMIaJCysY8eGjp7GjgmeRZtovHc96Y7YlLW0oaOlsbSWAP8+st95WSvbI8SV0yR5m4H+irCT838gbR8O5ghpGIZhGEYtzNIg4CN+PXJho5aL8f7u58vxNwDCI50ZF4id4BwfwnmJtlQb2zLkkQPYJIB4RFvQJqO9sAY3WtDp2HHQoS3Djc7krnz+njaQR3dROzq1u+l1Dz10pnLppfOYG5Wy0b3u3WtrRvF/1+vXxyTLA5n0KC7tICdHRHHr4uOqw3ZK3DX63Rhb0Q5y4ZORbWI2Eubo68uTYXrUxawZfMRffK+yAjg9OS0BaT2ltFTelrRpWjsvT3bj+FH3oWVlJrUU5tGf2sF161qYo5/TU2gVYqN7/d5oa4bXU3i9esTNLIwp522+f4bLNxgtyTYxGwlz9A3L05qU9ihfh+0IaRiGYRjGLMUsDYJ4fsnPBoZzV3+L9yXL+RtcPuU2/DU+DAC4FueoOLasM46Le6au18563E0yIkHQa3e9bz3P2STlsTnSTMzPtUVvvYF2NE+pfQaapOftl2h5fI+/JdIVtMQr7u+ZtgyUeTHH9zW8Rl+Kb7OeL2YjIjaC4Es441K0b41falc2gufvRhzGR2DassNG7czfIPZ9kHqS9ab01A8tAWk99aolGSfvmHtfh6GlMI/2GWgGLdU+Gn5kLlvfUtfo9BTeM20ZYCopwvPotygjqdqdNmtfJmatG4aWyuplOtBlcKsee+9GccmlWRoMwzAMw6iFdRoMwzAMw6iFTU8IpFnoMlyC47ABAPAJXDqEtnhTZGoFcWxabaIVpdcmxrKSAL70iTkEsSNiW8EhyNpJsBGY9lrR9IQzwcoSnPlWO12FZl5nbtXmTARTFs4Uqs2Esdk465Ta7N4/fd1sGRjb4Y6bRTWNblt8rDZ5y1aGJTfRpssluSOtdkBj5bryMhIfvqO6PBd2WWcp5SjoKaWlIl5ONcV59PRXWSnAzGqpiM+6IWENZe+UPMZcH2DGl3/GdXk9ZbQ8P63g9BQvHdV1uHLZEk4Jm1osGLSWws96So6VzX7TudbS5Q0bszQYhmEYhlELszQIqo6tnknOxnXdz9fjTACxMxqnETnwsEVlrJfrNnWR4xskeveAduiaI5ak+aWH4VKqos5MLbl0TlfSTuKXWTGnMH0vWmSEhaD+sAyZUi9nLWqNR3EZGf2EjmfayYyNbfiSPXcf9dIseQ/Wdd6Hd3XekcnuKL9FrQls2aR/immnK+8ErEdYfFmZHJ2NDk5PTkuAdoKL8Q625cv9mAVmGFqSZUuHyVY3L7MgSL3oe+GPo5ZoB1BfjrSkxb88Xk+hk7C2zHmnaO0AndKSrG3wWvJhob203BEy3FxNW//4kufR05NZGgzDMAzDqIV1GgzDMAzDqIVNTwguxWXDbgLlTFwPALgBbyexoZmrcDTypHqF4RpzZ4YPD70t/q93cGPmtzYxO4YOhv58gjmYBNurnu26FzpOle/nEDpi6d3smLOXMyLn1BTK1urrOsLSXLx2wOSr19OOWqldCz+GswAAx+H/AwB8ofPdcS6uCcpgz6xJnBnr7snQqDCt/q3YJXVUcFoCyvUUnwHg9zBI49INQ0syPjT16x1hvVNvej8H7ySsd1pljshyQsbvYhnetTI9tYO8rjSZVjtgpqZ8Bq2l+LOjSZwZ6+7J4KcsbJ8GwzAMwzB2AszSMKLciNO7n3lvkzttZsqBx8d4tAOPdFhC9IntWMesBHIHtzbpSbeRRQ5z2rUsdOJ0IyI9OpOj3Hh5l0zXDqwGzlHNj2qa0SjN1xyONv3ZE7LFk4hhbeHOWwz9DK7FuTRlHeKTJ9moJqw9vOYip3Ok82HMicvFs3JHAaenXrVUnkc/K+2ON5NakiVqHbATZcPnp/XCNOni5XN2emoGzpuhVU++W+ysjbSWZMrR0BLALW6+dh8WL9su8mi9MGfiUdSTWRoMwzAMw6iFWRoEV+H87uf34OqhtGEcf9X5pJf78LD4+3SX6Mg5bt2nzBDOGRY1a1+BBrUSSD+ENl0GxnwQMlqu7vFPBnOv7mrS1gy/gVRbhclwNk/NNqZhIwPmm8Hmhl3eq8V7OB1cOe/FB1WcXxrGrA9ylFRuVQitLuH5LIDX0/C1BKQ1NPu1VKTTVgX2nvkRbdqa4fQULsMst2Yw3YQbXBXhoSVLn1vhrVvlWpKf2W/GMLQk28JOrwz9RbRVwVtdpCZHZxsAh1kaDMMwDMOohXUaDMMwDMOohU1PCOaMwO5ba/F3AIBxvFWElplRGbGDYV3YHndtEqbTZSTd6fh/AIQOne2Og2GOrGOWY6ZGbUaVyyHZlIUzbc4NnMxceU0SJs2E3GzsHbfiJWs6L9vNjptR41RhW67CBaot/eCDeC8A4GJxBDU3hZYv+WI7R1YtuRz2vvlOS4DUU2qKL0Y7v9VjGFryediOi6GDsXZ6ZFMMTk9heU0S5t6b8ikYqSeml6qdVvkUX5zK1zNoLQFeT3yaLq0NtnOkLbk0DMMwDGOnwiwNguYIWBoca/Gp7udxvDmRMrZC8KWM9WHp06Ojtbi5tLTTcWPw/TicgGV4FHMwGTgVtiIHpuKzcwCTPW83upejJL2XvneI8ku5/F76cnStrQWZ+ByPltkIK4zX6VKOXe/HxSpsULwff9v9/L5OvWykE1pTmFVBWx+YdkbJicvpKa0loLj22BFSO//VY+a0VLSyeJflGSyN7rOSTo9ulCtH904bmQoLnXUnVR1+dK2tBVl0D8r0lNKSTFfldDwMPb1P1Mn0Ei87lfHM+jBK/w4xzNJgGIZhGEYtrNNgGIZhGEYtbHpCMEpmoXG8SXxLOcPEcfE1uHjWP5zKNEZRzlrcWjO95lEsw8fwdxjHad2wOcQRi5lMfZzHxbYDE7pz4mKOlb485uqWoYEyR8jwzAvtKOad0aDCJJfhEhU2k7hzIT6IC7th6emJ9HkUzAFslKYnvJ6qHMtkfJmWgLSeZl5LALp6miPa6fcS0dN5Etbydvc5h0dyF2HaSVHeLV9emD52hPRnXmgn5tBRGirMMSpaAryeqqcnys+j4HunjA5maTAMwzAMoxZmaRCM0shoLT7b/TyOkzqf6lgc2ohdiHx4TJWjlmvLbYl6p87azlIyABjHXwIIHbb88kWJW/KlRz8NMsJiV90KrAVsiaQvxy3D9Y6VekTEnB7ZjnkynXOeGvZJkM2KHel8mN4Rki0rYw6To4DTk9cSUK6nWDNsyXMdPc2cloqyCz05LQFST9Iy4JDLkbVlzp9HIS0DmlbXWsCWSIb3eE509kSDWOuYrty9ZBYO6Yg4KnpiyzDDML0jJFtyaZYGwzAMwzBmLdZpMAzDMAyjFjY9IWiS41lnmnGc0PnE9g+suyOkpK5zljZjrsUXatTXH9bif6iwcbwNQLir4xxylHVsRC5gDlv6MCB33WF5uTIfsrvoHTC18yZ7UtIB7W9wOUkx88jDpK7pHB3MHByZExff9Q4i3XAdi72WAL5/YN0dIVn6lJ5GV0uA19MccpS1nH6QT9zndVNtDZJSOzh6Z0qvJ3YXQwdM7byZ0tOoaAnwerpGHMPNHByZgzHfEXL0MEuDYRiGYRi1MEuDQI6mxnEaNuJRPIplA693HMeLb6xP3cuSyzJHyLp91uH2bcdxqvjm+rRy/ON2V9S99nZFH9iNG+cEYdqJKyPOYCAOW2GLEKRr1B6Vjg5+WZxePMesCvK6Uvvmu6WAM6+nXrUUx6ccIes80+E/d68nqQ32/LRFKaUn+YbM6YZpB+P4PIriPWHLKz3M7bLR8+/YcAnPYNELu5le/G8b09ro0LOl4atf/SqOPPJILFu2DFmW4c477wzi8zzHpZdeimXLlmHXXXfFoYceio0bNwZptm/fjjPPPBN77rkndtttNxx11FH42c9+Nq0LMQzDMAxjsPTcafjVr36FAw88EOvWraPxV199Na699lqsW7cO3/rWt7BkyRK8+tWvxtNPP91Nc/bZZ+OOO+7Abbfdhq9//et45pln8LrXvQ6t1uhsrmQYhmEYRkjP0xNr1qzBmjVraFye5/joRz+Kiy66CMcccwwA4JZbbsHixYvxuc99DmvXrsW2bdvwyU9+Ep/5zGfwqle9CgBw6623Yvny5bj33nvxp3/6p9O4nOkSm2VzLMPPMY63dMIKU9Fa3NLneplJlB2ry/LEJtRJcBMedyWKWYs7Sls5E8gDe8Kpihh9XG+TOBCFB0y5PRekWdal02vHi89u3bXea8GVI0Xk15hrZB1X4XwAoSPiMPgozu5+ZqZQ5vTow5jbXNq87/Xk8w5OT9r0m9aSi5daknnL8sR1FAxbS0UbbgZQpSXA74PgnY6b3SkLjz9gyv9WtrtmdZlO72tSfG/RvRakJudEccVnjavDaQkYHT2ltFR8Zo6QzKV7J9+nYcuWLdi6dSuOOOKIbtj8+fPxyle+Et/4xjcAAA888AB27NgRpFm2bBnGxsa6aWK2b9+OiYmJ4D/DMAzDMGaWvjpCbt26FQCwePHiIHzx4sX46U9/2k0zb948/PZv/7ZK4/LHXHHFFbjsssv62dQSynZ8awd/x/HnKo/cwTHFOI4joVUjtl4dsaocwIq8a/GlRBnDh4+S2HUzx66C8JyJpirB70gnS8uQIUfe+SvryKLcmvLFmXIJomvXsEdJ/EwJbbHhu6VW7ZBYthtpOwjzepJLFPuhpyoN1XWuS+lJHms9unriFryUlnx8aEFw50w0o1TxbqmuNL+To9eTfL98bk16caZfDu3Dhm3B42dKsOXIvehltBjIksssC1/GPM9VWEwqzYUXXoht27Z1/3vkkUf61lbDMAzDMOrR107DkiVLAEBZDJ544omu9WHJkiV47rnn8NRTT5WmiZk/fz4WLlwY/GcYhmEYxszS1+mJfffdF0uWLME999yDl7zkJQCA5557Dvfffz+uuuoqAMDBBx+MuXPn4p577sEJJxQ7tj322GPYsGEDrr56uE4s5ebMeFVH2nw0jhNJecxkyvcyLE/HnCNZ3irzlls//7puyFr8U0WemWccbyahTRJWbx8Ltr+AnMhAFJshFyb7Aumw5dZfy/XpbM9Jd2hP6JRZhJ2PDyXaPjg+hjO7LfGEu/fFn31Y6t1jK6BiXdXXk9eSLIdN5/G9DNPpmHNkr3qSe7sUetp5teTj2f4C8USGjCk+553/PE5Pcm+QVteJUrdKHoDlnTJ92DD05LVUtKZAayitpTCPZ/RWFGZ5nvfknvnMM8/gxz/+MQDgJS95Ca699locdthh2H333bHPPvvgqquuwhVXXIGbbroJL3rRi/DBD34Q9913H370ox9hwYIFAIC3v/3t+Kd/+ifcfPPN2H333XHeeefhySefxAMPPIBmk73IIRMTE1i0aBG2bdvWN6vD53EUHv7hvwZh21c+BwCYv3luZf5HsXf38zLUnT7pn2fs9pWFp/f8zVPrBz6KffrWlhQLVxb3ZmLz8sq0y8D27qizfW8atqFMzHMrfwMAmLd5l6Dsfvsyb8WSaZfRyz11LMVjtdL1flKlSB/9W7t9VUdPm+rraShaWtXR0qYR19KqznPfNAgt1YkvqKWnVR09bdolKHfU9NTLPXUMTkuAu0P77H8ETsZdU8jPmc6/oT2r4tvf/jYOO+yw7vdzzjkHAHDKKafg5ptvxvnnn49f//rXeMc73oGnnnoKq1evxr/+6792OwwA8JGPfARz5szBCSecgF//+tf4kz/5E9x88821OgyjSv0ft5mGOXvNrt3V6reznqMoW/JVv+z+3rMl8FN5/ehAMOr+qDmmdoX9/fkfTT2x92v27fzZu57S6dly5Hrl9tKWejg9jYqWgKlc4egts5T0bGkYBQZhaQCAf1p4gPjWxsb1mwDk2H/1yk5YynxU5Umemp5gSLNU9WE7G9f/AgCw/+o9o3LqdRpmyqR63PpiSuoLq/++Mq33qpeGSmYKZa455V7Z0vPbb5Ubjn7+a/33AAAvWv2SbliY3ucJn4o7sEqPpqpW+/81PkxSVFN1T6/DWZ36ZWepgG1Zy8NS77QsUby3T4fpNm7o6GlsJdJakuXVrbdqSs6VzXQQaWlDR0tjZVqS5bBVSTOkpQ2d5z7Wi5YAkHfeh6W0xOOdnlLa+K8NHT2NvST6BeT6K/7KA6u01lJ6mrKWKu6p01JRv+ssedj20Dys7r8RxXv7uvz7NVpfn+n8G2oHVhmGYRiGUQs7sKoW8aiiynExFcYciKaydjzFVOodPdbiVgCxExd3NSzQeyMgSKVHNa7H3w5GNc0gV5hX18pCQ2dCN0pKHc4DfBjnqZLPwzW0ljp8BO8O6uUjorTTI29pvX0Lyt+vDPz5sfKqwphzK9PpoPRU53qHj9MSIPXEXQ09em8En1pbFeToud21uMVTznnPWipqcO+rtEiU62nQWpIlN2g7q96F1G/waE95maXBMAzDMIxamKUhoO5OXFWjXBbmyq7q3fdjlFTVFt3LHeXlYmvxme7ncfxF51PdXfzSI9CU9aGIr+NQyUZiFZuZJZZmybwf6oyYWGnnVczbupLfjY+WprkeZ4j6nUXCt4nZdfgoii1f7FVPdR0NZbkpy1O/LHiptuj3a5S1BHg9eS0B6ftS9VyYNU5bH4o0vJ6M1lGdT8eFI/2Z1BLg9RRaRIrc7Jc/rSVgFHeHNEuDYRiGYRi1sE6DYRiGYRi1sOmJANmHYsu6ync+i93MClokjDkkpqcO+FKc2FSbl+RNMfNLLqdCaEZly8UY2vkwJ/ebmT2lU2SWSJcn62BMZcqJmeQLru04Z23urE2/BufiXOHsdQ4+Uln6mVjX/byua1r17fTHHleZqOO4Ihdve16Sjk0nSK21SBhzSCyfOkjr2sXH7etNT6OsJUDqiS1lZuj3Oyf3u0pLLmVKS+V1MHqdchqslgCvp3XBtF/eqVVOgdZ1HDZHSMMwDMMwZilmaShFjlbiEVPVKIk5PbLNZeIyZN6ytpTVIa0gVfvrM0fIIwEAa/GPpP7hkHZ6rBpZlqcL+/PaiUuOcNqqzHqjLgSj9YZqiQsLl6llpVeRWi52HIoNadZNY0kZAJwhrA4xN+J0ElrXqTe+P2XvKCuPOT2yjc9Yu1Jakp/jOuL2pM5+YY6Qo6wlIK0Tdn/S6XL6SW9yBpTrqcoiiO5oXVsBZZhfQj26WgKq9FS1HHm4mKXBMAzDMIxaWKfBMAzDMIxa2PREADOPyvBe15PLsCYJqzsVwepl5cXtlbDDwLTxbhxHdz+vxZ0kzzComopgJtNm56+camh0/uq8bTU9Ubgv5dGzbxMzaji1odvMpzGKlC1ibmXTJ1fh/G7IezDzR8jL63Zr0Bt0mqBq6s6FT2WvExemd+ysPxXB6mXlxe2NqdbTaGoJqKshP3XgrzUnemmTvG01PSH1pB1tw+kJl1e3mU9j+JROT6OsJUBOn0jnSDaFbY6QhmEYhmHMUszSEFDmkBj3rdhpfMxKwRwhJSkHR0bVSIx9T4Wnl/uM4w0AgLW4I9GmQcJO3mNOc3pk0iZhzDIQLwlzeVy+eOSiLRIcZpEI73ZqBKEdyoY93ngHblBhN+Dt3c/eobPKmTFOA/CTYpmVgjlCOqocHBkpK2H8OVVfqryC0dGS/MysQtpq1iZhzDJQpiX5t4UGdQiuWl7JLBL+bs8uLQFpPTWS//YMn9FrkWEYhmEYI4lZGgLiEW2GcKOX1Nwmsz60Sbq6oyk2SkotxXFtbJI4Gd972DiO635eiy+QPIPC3TM2ItIj+VYwItKjnzyKKw/TZacsFwjC2GjLjZJyFSZLaHV9BfQitupT82aO63EmgPD63b0PZ/pja5jUU5WfALM+tEm6upa+lJ5SWmLxMk0qbBS1BPDfMz2Sb3XfeW2ZC3WQCgvvQY6s0nIRlxHn95/1+RLu02zTEsB/x5jnzLAxS4NhGIZhGLWwToNhGIZhGLWw6QlBuNuYNK02uyl8GKKwJglj6arCUqbVOma1sukJRl2XIJ9uHCcCANbidhF2skq3Fp/rxP25CLsVALAMP8c4/gJr8WlRxls6n5jJVJtW2VJKPq2g00n8NEbs2FW8Aa2uRLTjKS+PLa8MS2D1A/6dmxTxo+C0FcPMqOwoYufQpY89bqJ619JYc2XpUmFV035VOklNTzDqPK3BaKkI+3Qn3VvgYdN5etqPLaVk73KbpPPp9TJMefS815N2PE1pKf7swzTe2XF2aQmQTtd6GnOUMEuDYRiGYRi1MEuDoC1GtFlwJkARzrbwqb+5U93RD6sjLoPFOyezRpSu7hLOVJu1k9k43ijC9GhmHG/ufGqKsFOxET/vho/jL0UZ7lXUbWoHm8u4v+nNZbgTlx45lY2wypdc6qVmktRGTqGVwjlCli33C8MuxaUkbjhMdp6VXBrmriMjI/4segfbaEZ3rtfNnepa5lgdkrIlklJLMl3dJZwzr6UizOlJ/qxrbbS7G5/JlpRvfMYdjLWGUta/8iWXsUVCtolZGpiVQjpCli1F92GjqCWAW+Zi7YwCZmkwDMMwDKMW1mkwDMMwDKMWNj0hCB27MuXw5Q2h2izLTZFy7wZ3q5kjVmraIY6PYU5mkrL9/+NyWR1sb35G+bpvXkeG4n4wE2d6x8UWOVMiZTJtE9NqlWOXdIR0plyXTq77bpHy9LWWOXH1Oq01OjCnNT89ocm6z9brKZykYw6TTBtOT/JnizkJl007lLVQwhygfUt1Olb2MLTkw/g5DuVakvFV03l+2kHrlDkdx46QbTSDdO5NaFXonl0bTx+/N7NXS8Xn0cMsDYZhGIZh1MIsDYLQKcXtXJeLHrnujTfIPvjeEpEegUq3vnRYnV5zmSNkClZeVZsdvYyEZJi7h83oqvWIv02tCm60ypwj085ZKStFPJqKHSG9NQMiXfm9SsXJNrMwtmPdRfhA9/MHcBEpe+Y4Dx8GEJ4W2CRnTzgdNILRn9OTfgZpLbn8MUwbKV1VOVb6dvIzGlKwHTBjBqMlWTs/2ZVZFZg2kEzH9VduJYx3kCysTFLj7m/6XqXi80TYbNES4PXUDN750RvXj16LDMMwDMMYSazTYBiGYRhGLWx6QtBCuKujX3keTk9Ik2mbhLHDiLyjGDOzMefIqvW5zLTqnKKqdrCr6xzJwlKm13q7xBX3tFHikKinHVgYc5xK70jHHbYc4bNnTpbl69j5IVZsqkTXUHc3jqtwAUk5HD6A9wIIn4vfk4HtZtfufC9StKPpCaedNgljhxGFjmIpPbHDrhhl03TxbqCMlHPkzGmpiGcOiXragYUxp97y3VK5M7EkntKV+dsl1+HTuL9Ma2w6DyoMibhR1BIA9e9M8Wl0DtdymKXBMAzDMIxamKVBwJbdSUdI5qzn+q/SecXt4hWOiLSlwYU16EiDjYyq9tcvWsJHRmwnyipYu/R+/Gx0zUb6bYTLWJlzFtv7vno//N5GRKze+BwFF76jIxFuQQjrknWEI5xyR7qcvA+jyGX42+7n1DHh0pkxI8vunJ7Y85MlNrsaYrtOakuDDOtdT2Vj1dTZE2wnyhSD1VIRph192bks6bNaerfWsXrjcxSknrgFwcMsHP7XLu2UmpP3YRRxeqo6Jpw5Bw8bszQYhmEYhlEL6zQYhmEYhlELm54QyH0aChN18SmenmDTDqFJSR9x2iDmVkdOTGlsGiOjfbzYHSjep6HuQT3a7NfuXocM0+nqHmKTi7a1MIfuhtYKzKNs97kwLqw/PY3B1qK3A9N5fI3eCZY5bLEd8+L64zzxdYS490s61Rbtezeu7YZ9BOfQ3IOETemwKRh2eJDXSPEtnp5g0w5+uqOh0oU7svamp1C7ZXqSWgK4XhDFyfiZ15KsQ9Ki2tDTS0xrqWkMtk9KWL9+H5yemDMxu14Jm7aJ6w8ZXS0BfEqHTcHw/SmGi1kaDMMwDMOohVkaBOGIVp4xEI42m4GzVxb8RSelK8WHuJET61nqnevC3pzL245S6X53O3qkzCGIu3Wxnry2onDnxLgMX04rGn24tJNoUgfCqtEKd9gqXy7GR1MyLLYkhPVMRveT7+EvR8MuncxTvsSVWVEyMrqW79dZuA6Afx+exZN4EnuosvuJHFlm3fdRWwZk251O4pF/KxptunShdc191suRw6WZzOqhd4TUT0gu6wSJnV1aKvJoK0XKksadidNLmbmlz4X5d6QfemI2nPAI7XI9jbKWAK+nLHgf9TvCrWHDZfRaZBiGYRjGSGKdBsMwDMMwamHTE4JJYV5roC2cfoq+VbObTpuUwjXm2gnHmcakWa/RNZdJ5yxnMtVmNbY/ROyIGTtDsYNb8q75L1fpctKPTB0II/OkHLvi+GJHyPSa8BY1rfa2xryOc1YRph275Gd+jWz6pLwfzteYa+M4d7fTz0rWuweexLtwHT6Gs0rrnwrvwVUAwukJP9kizf/MmdHFhbs7ttAI9pJ0emqQO9+ENNXq/U/c85V5vRlaO8GxvIjyVmlJlsN0OgwtleV1YfHUhsxXpEtNWdSb7gjDtNOx+162s2UcltJS3NawBl/eKGoJ8HoKf9Hd1LR+l0eJLM/z0WtVBRMTE1i0aBG2bduGhQsX9qXMz+MobP7hV4KwyZXPAgDmbH4BgPoPsNcHHc/+TYXnVv4GADBv8y5Tyj89ygUas2PlrwEAczfvWiJ6T1X8VNPXSdde+QwAoLH5v3VC6l9jOfU6DZzymvOVTxe5Ny/o+3zsnvhFUXbFlct/prpECxsmV3X0tOkFA9NSaVt64LlVHS1tGnEtrepoadOunTzl70+vWuolTy09reroadN/w/SfkKO608BJaGlVR0ubBqclIP1es38PVu5/GE7GXX1ry3T+DTVLg6Bqdz621Iw74+gXNvWSsNEHDxlO/44vC5paOdzRi9dVt039SFf2IzOVH9t+1FsnHQvZA/+n++1J7A6gGDkV3/2PIAuTP2ox1dpItSqtkdT73auWqtvCU84UM6mlqrhBphttPU1fS0XYHqVhKS0B8t+SKufaqd2vQWKdhg4n4y7cuPr13e8NtPG/198HAFi8+pXdMCB80CwstY10ozKdQ4ex8hwPrf8OAGC/1b9Hx678ICFPavtjtp0r37IZybA2Gnhk/TcBAHuvfllQG/PeTpkuq/ZpSG2By83BoSn02fV3Iwewy+ojgzawlRzcy1unYz8AVYc0xXGyHPdMd6y/EwAwd/XRQZ4v4AwAwJn4WOf7u7pxZ+OjnbCzu2Hn4proKny91e+tm04Q294+HZbxvzfcBwBYPPbKaK+FPEgnw6q2kW4k00l0GCsPAB7a0NHS2O+JnDzvULW0oaOlsZcFJbKVRVXTaql9Gqq2Z2fTMUpPGzp6GjsSTM9VnSk2fZLS05S1tOFOAMDcsaODPLGWirBCT05LRdjZAKSW/JXIetPvrb9yp6eT8y+p6xgW5ghpGIZhGEYtzNIg0I5PGTLkasTbCPLoUQVbW+t7vrIX6eqReXMVmpGxjh5NFSGTaAajQn4gsDaNMYcgtsOcT697/NWH4iCI5zvN1XPYqhpNpRy7+OgwXHee95RHx5Vdt0ePp/zabW0ralEDauh410a4W8gZWNeJL9r5LjFKcvdKjpL8roVtFRY6PRbIQ9pcbLifQ3jloZ6khSVsE0RsSkuyXdKx0qslV6Hs3mpLn9dSUV/eaR9Da3IYWpLx7OAoZtWr2qeBWQH43hLl2oh/zWLdx+njtsZ1pLXkUwxaS4DXk3zOTk/yepyewnvmrA8epyfZ4lbwZo8GZmkwDMMwDKMWZmkQsB51joyMEtL+Bn4kJHvyBXJ0xnrDfr5YjyrYyCmPeshAFvSk2fygD6vq8et6W3TUo60tqV3nihIbJXGsDN2+VkV/N3W8btVSs9SzZ+2se/ZE9ShJ19EQT9+XHcf5fNw/pnxk1SYWLTZ3H+7+WCAP7fXx7CyI8N6W6YnXq+efZYjTE7NwhPPF+hkwq14e2FTCkSnzXWF+C46Z1JKMT2lJtl2mS+mp6uj31DLoqmffu57qWvB0+YPWUpFPW7T4vxHx77bXU9gWbt8aJmZpMAzDMAyjFtZpMAzDMAyjFjY9ISg3lztTWxE2KWKa3b962qFJTat6V8fQHKUdz5jZmBnOdPmyHJ2bmfeqlnoxUztfDgUVVqwtd/cho/eb18+majwpR0iZsiXqTrU9dNYKr3c6Tlx8kkim06SMky3RxmInw0ZQisvrTPzh8k5dpw+TJl2d18EOaZMhPm88NsmCOpyepMsXm3bwemI61aZfOSbyB91r5bD3m7U7p89PT9uw74PWkoznB2Cllx6zqTt+9Lt2JqzjMCn1xK5XUtfBmP8ahDFhueX0qqUiLOuE6XrDsEZpXgk7pE2nGj5maTAMwzAMoxZmaRCU7XoXL0ULl3zVGxn40X16KQ5z1kF31KVHgHGfWvewp+5UxEbIbOTir02PPsqWmumlV64MfbxuOILRjpDc6SpuefpZlVkL+PWG5dWFXUf4Lrn3jLt4xeXEy8ni9sQbEOk3qux4axmmR/IpC1XowMva6ZzM5EY3eiOetJ50+9gy0Qb4WNrRIs8gfZ1VGtcj+HTb3d/pa6m8Dn30u9eBdoTkzoxx66qfVZm1IEd8veVlVMGuw79Lg9VSEVYg3x5+vLX+7ffPmbVJ1jt6toa+Wxp+93d/F1mWqf/e+c53AgBOPfVUFffSl760380wDMMwDKPP9N3S8K1vfQutll+MtWHDBrz61a/G8ccf3w17zWteg5tuuqn7fd68ef1uhmEYhmEYfabvnYYXvvCFwfcrr7wSq1atwitf+cpu2Pz587FkyZJ+Vz1tmPm4+FzA1+q69e7MRKZNl+Ee/po2NVszs7Erg5XCwpgDmDbzcrMauy8sL4Ob1zKVvo5pl8dnNJ0z6fIjrx1+6gk0XTylwadAmMFOm/0ZVevUWZvjNeU+XXhX4/sSOtdq066ctPB1uQGAvh42tcGfaexQGL8V2qye0oHM3RBXHlOlyXgXwCKsNz2F701ohp5JLYV56k07prQUppNTJfzI6yJOTr3y+qUDZ1lbUnqqmsZgu/qGJYRMVUvFZ5eSPdNw0qL4v9zZRF8Pm9pIT64Mh4E6Qj733HO49dZb8da3vhVZ5m/Efffdh7322gv77bcfTjvtNDzxxBPJcrZv346JiYngP8MwDMMwZpaBOkLeeeed+OUvf4lTTz21G7ZmzRocf/zxWLFiBbZs2YKLL74Yhx9+OB544AHMnz+flnPFFVfgsssuG2RTO/DxZmxhYCO2cJRUhDVpL1aWppepyfGr4z24GgBwNc5X5Z2HDwEAjsMJAIB1uAYfxnn0Onz7yp2E2F7t5eNwndun0nXEu86xUquegPtcdWqnT82c+tLOTMxCVDZOieO8VYg5zelvfAybHk3FLeGjdr+MrEktX+X1s7YwCxkbJcXjdtbi2C2Tjdi8Bc+HpfQU7v4YliE/Oy0B5XqSWgIg9FSupaLe+DpnTksyR90nEOqg3kieO/XFT9TrSZenbYwFaWfQtJ7KrbeD0lJYdtp6zNrCLGRMa6Noaxhop+GTn/wk1qxZg2XLlnXDTjzxxO7nsbExHHLIIVixYgXuvvtuHHPMMbScCy+8EOecc073+8TEBJYvXz64hhuGYRiGoRhYp+GnP/0p7r33Xnzxi19Mplu6dClWrFiBhx56qDTN/PnzS60Q/aR8eQ4bRcV5fFy4qZNPWaDjLsCVtdp3vhglpakaa1RZGFyq1Kiejedkj7t8SZGLZ/vhh2Xo+h18X3852tRWAL5sysXzEWM8smJz2FV2CXZKKfPhSM1ksjr0fQm/NxEuy+WjID7rncLfMf1OhaOpsu10cloHO1slrSVgZvXErASjoSWAn9Xinz175z0pPWXECsCuIyyXWzP9xknuuytDj9a5JTJtvdFPajBaisspy1cepmOYtW4qS1EHzcB8Gm666SbstddeeO1rX5tM9+STT+KRRx7B0qVLB9UUwzAMwzD6wEA6De12GzfddBNOOeUUzJnjjRnPPPMMzjvvPPzP//k/8ZOf/AT33XcfjjzySOy55554wxveMIimGIZhGIbRJwYyPXHvvffi4Ycfxlvf+tYgvNls4vvf/z4+/elP45e//CWWLl2Kww47DLfffjsWLFgwiKb0iDYJum+AN7dmpWZXBPGhGazcxHgl3tP9fAGuqt/cEs7rOHBJrsG5qn1sdzNm+mXpmFmNLUeS/dJmx4DKzNt8t3VtCvVH81Y5pYXpJdy0Gp4T4tqpj1lO3zO+DEs7irFrC2uXqWJiM2aO+B1ludl7y4yfMixcJubCyk2+GalfX2MWtDOlJ+bgyJYeS5ye+qElIK2njDjGDUNLMm94N5mznnYyTekpvIpyPTEnb+kk6fQUay2uw0/d6alK/ptV9rs9OC0VZfemp161VFbHsBlIp+GII45Anuubseuuu+LLX/7yIKo0DMMwDGPA2NkTAtmzbJKREHNoyzq9xwbpPcuesutRyp5lXYetfnAuGS1di3d3P6dOvgspX2YUnqLoRlZyVNjo1FSMNMP0WacMiPTNTvnayTQ8jS+sswhrqrDURjKhc5Zz1NPXIzeLYiM7PtJgo8dyB6fqpbBhXa70Jlpgy7qYGx+676M8A6KlUqZGc9yq4HFlx86MGdrUkpeJkVgD2rKTQ2vIfZ5JLQFpPQ1DSzJPQ+T17nv+vXX3vhnopRGkl/WG7zw7J0S2KfwcOorrEbzXqbY6prQk2zAMLYXtk++jO5+opVJWWRoz8bR0HaODnXJpGIZhGEYtrNNgGIZhGEYtbHpCEK/Pd8YvZ8bzR2Nrc1RootLrbS/EFQNo8fRgDjf1j/jW8Q0SFhqm5T5xbWTQjothyS1VP3POanbrkuVNdsLk2RM6HTPTe3Ni3jUz+mtsiZzaHMyPJ3bptANftWNXHCfjtRmcmUW9A2/VFAOC9LKu0HHRpdOm1QatQ05d5B0nPjktwp6BnopwYaOoJUA7g86klop6tTZ86fq9ZY7DTTCtTYowd/aETsfM9OFUV6Gn0OyvNd7ovinsXqWnDLQz6mC05K5H/i0+p/Sk7084nac1yRwlh41ZGgzDMAzDqIVZGgS6xxj2/NjoLNXbLN8RbzRoBqMP9ze0PwCxox9z6nP48vzogzv/xY5GbEmqd47UpxWCjEIkbm9+9gzCJZxuNFXWznDUKNui7UlFirh9zPrgT3FMO2rx3fZ0jRnC5ynbwixfDfrelo90qq0PLJ2Li3embFO9VLdlduhpGFqSYWxJaugcybSh31HfEqY/fR2h5YI7KTbRplYK/nYz53Kt+/D3IWz/4LTk86asa8XnuhZqrYNRfOfN0mAYhmEYRi2s02AYhmEYRi1sekLQJGZZGc4dynQYO9xkFOHHCXuYo5/fkVGbSsOpBah07U5JxYrtHHMCE2yRrhmYE9mOdMw5izlHhm0L2yfNma2gDNfm4mCdTDxXbYqss07clRjXUfcdSTlvuba1xNQAM003yTvqzdbpI6Ub0btfpNPlzSEObRm5Z6493KFMh4V7PMwOPQ1DS4B/Buw4cXZIFHccZs6R+jrCJ+GmO/SUijx0zutJT5PV3cME0T0o2lfvHemnlmSe8Fmxd0BP3bHdhePnWOQcvZ0azNJgGIZhGEYtzNIgaIrRq3RoiUdbzFGlernY6HEm1nU/fwJvB1Dds2XOiX70IcPKHOLyjqNRG9LRyTlbyTLaCWc9PqKVuz82gnJlHmml8CNAnVcuuXS1tYJ+dvm94vv6y135XF2a8Hp1Or48lTlvxe+htIaVOziG7ntuV8eq5WfVSy7d50aJpYGNxNiodFRxehqOloqSgPiddzs9pp8LcxL0uz/68rxO5fs9qcJYXqcneVd8W9P3ip8543aM9cRvyOC05MOa5J7xpZ5yx2G9+yqzPoziO2+WBsMwDMMwamGdBsMwDMMwamHTE4I5gUkqF85YzkStD+ApM8HKfLOBd+AGAMCNWEti2RpvtsOcXlcdO1Y5h6hiZzi9/jsPzHEuXpbbVOU2u6m8+b/dfVZy1beL1w6Y8hrlU4ufId/jod66+LmB82a5OZbtHCnbFztnevM+b2um8vGptpQJVuKm8ap2hIxNtVIXoak2tU+DnFKZHXoahpaKvHr/BXastteT1EsjCvF6aQfPKg/iCrQDpmtz/MTK9BReG3Mw1Pdgbtd5c+a1FKbV/x7wabVyLcl0Nj1hGIZhGMZOgVkaBPHox7sktbph6IQ5yo7/jctbh3cCAM7Ax/va5n5zOsa7n8dxmopvklGA639nZKQRjsx9WLEznOxRu5FJ2lnQh/m8k508oSOrdrBqddsunY/cCCYcfcTLn/xYgTmKeZjzm38PZB2+LnZ1Gj06ive5b0ZOZrpePfqpsj6wZYTyPuvyypdNSj2xZXJlR9PHbXFaAkZbTzOppaIcZ+2R73y5s2AYVuSdFPpzzzmDdv5tibakl5OG79mcIKfXU2gdCcuVhO98Jv7vQuKrG5SWfNnM+bd6SbGrp1xLrF2jgFkaDMMwDMOohXUaDMMwDMOohU1PCKQjpDywak4tR0jmvKLNVrMLtmuhMzVr82mDmDHD++J3sYsdory7lk/vHbGk2VMbV10d7GArdgy2hB9Y1S51MsvJfgVVh+iEqV292rTK94zQeXm5uTKp+vhWp1x9/cz5sBHoQDuAsWmM+Ph4mSc+sGpOLUfI8gOCTEv1tFSkczqQTo9uSk5PjWWB/rRjJTsGW8f5a8rFs2UO0F5PbEdI7XQs8Ttb6mm/QWupKLtcT+G0X0uFZd249C6oozg9keV5PusUODExgUWLFmHbtm1YuHBhX8r8PI7CT374b0HYjpW/BgDM3bxrEF71o1W2YQgAPIplU21ikoUrHwEATGxe3rcyl+HnidipbG+aYfvK3wAA5m3epTJ13S1U+50OACZXPgsAaG7erXaeqrpSm9BUpUu1vLXyGQBTa2tYbr2fgtT7H8RFv3c7VnX0tKm+nqraNwg9LVzV0dKmEdfSqo6WNo22lgBgclVHT5v6r6e+amlVR0tTbGfqt5+nr/q3pIj/3f3/BCfjrim1iTGdf0PN0lCC7vsD7EWo+5IMqrPQb9I/bpIqUTBpxqPa9N1juz/ymnRu/iNTL10qT90fy/ody6pypk+vI/P+dyTY95SW0vWalsI8sfNfSktFfPlbNUgtsXz90NMoaymstz8diWFjnYYOJ+Mu3L76Fd3vDeTYtP5BAMCq1Qd1wrQJNrWiQj78j+HvBtJux3HrTwAAfGH130+rnHGcUpHCG9Z0WHW6jes3AgD+r9UHBD8Y7a75X3tgM9Nk1da7k8RrvE3SydUasrzH198PANhr9aGdMF0vG+u0S8qL0/m49PRJnVH9/1lfWMj2WH04/YeXHRyV2l+kapqAT8mRLdafDvNu2tDR09hBYFtQV62ocGUPXEsbOloaG3EtbehoaewAAHKPB62NNtGahOnPvZuTZEVTm6Qr0xIAPL6ho6exQ6MJGraNtJviS2nJpwvjy6dPamlpQ0dLY2ktAXwFUlpXegqba02/8yfn/bMyTBdzhDQMwzAMoxZmaRBoB5SilzcXOzqhevTjR2B6lDSbGMcbO59SIx2A79LIRkIO7WxVpJwM0rtednjAjXNmkiP58jDpDjYP+vCe2DmrCHOjmvC6Y0dIP8LSZt7Q8Uw7QrJpFm9Qlo5a2iLBn0boaCvXhjOLABslaSdFPvqJnYElVYe0acuc1JNOFzqWMcfB2cFwtOTzhO+UdvRtkHeehbknPk+U1yLlSWdHR0pPofWvXBuhxtnuq1p//ndksFqSYeFUdrllTuZN60lbM0YJszQYhmEYhlELszQI5FKzYslNaFnI1MgJAOlFKrdxAOM4FQCwFjf3qbXTZxwnim9s3j2L/sbxcTp53WwU1RD52wh71LoMtxNdeKyvG13oEVs4ginCZI/ez7nqnnw4D+zqytWOkOycifhMgOKvXnrIxwxV7lmhk1vYhrDEJsIjp+MRG18OmfbFyUhYo6sLuTQzLEO2oBktOWugHbWFWRWYBa/AaQkYVT0NQ0u+vEakhKJUduS8HN1rC4dviQ9zegj9F7SVyftIeJye4rA4XZvome1M2rue+qelsjbV3xGSWeZCq2ZczqhglgbDMAzDMGphnQbDMAzDMGph0xOCOWQnPECaiOK/8ec4TJtbx/HnIqyoby0+P4XW9gPmgCXR5jyfp2qZGMsr78ckQJZUhQ5ezOyppye8iVObDkPHyvKpiNCZsWhFDm9a9+ZWfYwx37WQ9cfZiu30Km7mnBg7g7oSirayaQQ27cCcI910QtrBMS6/yKuXi3HHSpeGaSilJd8WeY1eT/65DF9Pw9ASkNJTg7wX4bLJrJNaTr9ps7p3rExPRXhzvm+F01OoPzf9p3UfqqRcT3llWFhuP7Qky6k+0r2egyM/GtumJwzDMAzDmKWYpUHQCJbByN5ufHwpGyVVOXGVh0mHxLW4vXZ7p8o4jk3EVi0TY2NztkxM7ynvxxsy3lG+KUuYSjuUebczOQpodsJ8eW65mGylG2nMURaEPGhvM3KILD6zDXHQSS/369eOcexqfaq0o5YWLXcw9HUxS4OL086MzGGSbcZU7RzJ3pWUnuo6GKfDnJ5MS3HZcaq4vLh17jk3RVjeqVGe81IgLRdzlAXB66kZaM39ZZu1eZye2uT+sasdtJZkeaHjonZmZA6TbKPAlHPkKGGWBsMwDMMwamGdBsMwDMMwamHTEwHxtANfB13fYav3/RxSjOMN3c9rcUci3dHiW13HKgZbW87WkbOwOSQs7qOy6aC669hZK+U0gb7fza4DmMyrTaHS2ctPS+i14+g6SbL7I0PKnceYyZKbVDVxXOy8FZtPq/a5505z2vyfOsKX72HC9FOlg3pTEWlNpnF6SmmpSHd051NKS2XxcdygtAR4PfFJr/I28RCvDX2/m8G7HKaXtcWOyM3oaGyfw/8WtOm9ciFpx+Z4Om1QWgrDmOMic+jW2qg+Xt4cIQ3DMAzDmKWYpSGg7PyIshETi6tKV2+UJK0KbBQ+jtcH6Tfi8U74UVFJdXZIK0vPRv+svNSohy0xc/ENElflxNVQ6TLau3cl+DA3Igmdi7JOa8Ly/BIx54Cl74VfcslazJZX+bxN4uDElr3x0VE4cpEjHu6ApUdJIGENMlLl++GX74RXbRlw3+ta4arS1bPgeT3pUXh/tBSXHacftJZkXmaRSGnJfw5Htuz9zjo1SEdI3b5WVJ7UU5s8g3DJJWuxdhJ0eYehJV972FLmYBzXURbGLIJVjuHDwCwNhmEYhmHUwiwNAWWjlXg0I9OxecRUGSxeLhd7QxRXVl5ZuW5pU3kd6aVgVaMU1s9kVgI2Oio/e8JvTFNVP7PO6Db5DWxkmN7wycU3gznVJuL7yEfSun1+Bpmd4Fnl+1A+EmKjVj0PG4/h+ChKlsfmT5lPQ9XmO1wHZZa0vCQd83GRlFku4jqK+NBaNxU9xfee6XlUtCTLlps8pSx47PeuXEthKr3hk7xavymaPO9Fj/59G3T7wjeeneCZ8n0YrJbCPPJ3QvslMJ+G1MZw1ToYLmZpMAzDMAyjFtZpMAzDMAyjFjY9EVDmYBU7ZVU5YqXKrnJyqTMFkaovdjKru+RSOxPWD3NIsxrrj8p64/wur3wlmcnUTyjocnV5WZBOLz9jR2PL/eNjJ692YIqMTbC+bLZUKgwpN2+H+//raYQyCuctPaXCF/vpneuaiXePm1HZlFdVOvd+1nVwZNTVXz+0JMupu+RyVLQEpJdrhhMKYbm8PK8nbeJnR2PHjoiFnqRzsnu/4+nBsC1pPZVPvQ5KS/JzFtyfgpSWgLIpvvLpk1HCLA2GYRiGYdTCLA0BVSOOqnSOlEWibr1188q6qkZCcVhq1/YyUm2pWmIm49pIO4LJ9tVdQqbHAaGDk3aE9MvK5ChJl+1HKTLMtci3r03qZZvVcOfIPChXlpOTvNrZK6NLzNIue3IkxuJTscyRrsr5l4XXeb9lurpWPRZWR7tT0RKg382Z1JKsX5Ky1lUtb2bvbWx9kXrSzrIpLckc4V10y5x1vWwjNe4cOVgtybaHuXQ6nj71LrHl+6ODWRoMwzAMw6iFdRoMwzAMw6iFTU8E1HVAqWu6ZHmqzE11HV/KzFt18qfWllflr7vDnIM5W9VtE4tLpasyHuoYdgwvd5TU5tE8cS/43dFm1OrpAW1WL1+dztuQ2rmO3TF25DUzFcctLW9VXW3UzVO2M2Kv9abS7axakvG9v0Gp0tgR8fG1NZAHUxbtrv7SUyUpPbHzJQavJR9aNZHEjrxm05gyB/88GpilwTAMwzCMWpiloRQ30sigHfKqnL3S4zgNWyJZZZGIy8tK2tIPUqMpIL3bXd2ecq99fhaW7vN7q0L12CDO40cV2omqRfrebPdHeVqgr1WOevS1p0Y4OQmNF5wVsKV97nrSjmr+vI46Do68jvCv01PVWS2p8qpGYqnljYy4vJ1FS1V5qhw7y3/HQqtC/d+7PLq37p2XzoxpPcl6y50dB68lGaYdJlnbw/M6Uu88q3d0MEuDYRiGYRi1sE6DYRiGYRi1sOmJUpooNw1NxUxYz4TuqTpgpqy+uKy6Tllx+rK2MFzZLF3qHrJ7UVUGiy/C1uKT3ZBx/FWifjlN0Aj+hrHSUUuX06bOaNo5ik8OaHMrd+Jypk2frlHyLGOjuqujSUyrzgTMjjZqBg6b1SvOXcpy2C6CVeWl0tUzoYekDj8rq6tMS1V567SjjKlqSf5lUxssfbmWAK8nr6WyNrj3VmqoIWI8bWQ9a0nWyicH9HTM4LXkWyOnU9ixe82uw2Y/tDR8+m5puPTSS5FlWfDfkiVLuvF5nuPSSy/FsmXLsOuuu+LQQw/Fxo0b+90MwzAMwzD6zEAsDfvvvz/uvffe7vdm0/cir776alx77bW4+eabsd9+++Hyyy/Hq1/9avzoRz/CggULBtGcHmC7pgHpnnmLhMX5gHTvkdVb5TBVVl7ZaGQq/cNUG6rax9LJsLg9zNmL3fcibC1uIvV73EjndNyo4tbhjCBl8X/uMJk6fpdZitr0OvIojjtl8uO3MxVS9oYU7dVnaPjlXTIOQVxYf1gmALTESLBJ3/nUqDp2QmTPv6glTV2rGas39b72qiVZR12GoaWyvPodTelJvlNpPUkLHneYzKkFJ8zrLQLsOuSyRWfN0NodtJaKMHe+hiwvrj8s0+H0VF9Lo8NAfBrmzJmDJUuWdP974QtfCKCwMnz0ox/FRRddhGOOOQZjY2O45ZZb8Oyzz+Jzn/vcIJpiGIZhGEafGEin4aGHHsKyZcuw77774qSTTsLmzZsBAFu2bMHWrVtxxBFHdNPOnz8fr3zlK/GNb3yjtLzt27djYmIi+M8wDMMwjJml79MTq1evxqc//Wnst99+ePzxx3H55Zfj5S9/OTZu3IitW7cCABYvXhzkWbx4MX7605+WlnnFFVfgsssu63dTCWV9qJRDFHN9yUlYavc3lk5SbmrTxPnLnW/W4ksqZhxHdz+vxZ0k/hhSD3PeKjOpljk1Tt+MKmFmVMcZWKfCrsO7up/baChnLW8K9TBnryxKjyB91fRSnakQafr13zPkan27f+P0McXOAUyaYJvEsYvtZufiZZg0ELM2h5TpibllMmNy1UFLqQOcWPumryVA62lmtSTz9GeKz5HSEpDWE5tCCKfp3F8dFpr9U3qaeS0VJWttuHjpTNxK6E/W48LCFo+eU2TfLQ1r1qzBscceiwMOOACvetWrcPfddwMAbrnllm6aLItuS56rMMmFF16Ibdu2df975JFH+t1swzAMwzAqGPiSy9122w0HHHAAHnroIRx99NEAgK1bt2Lp0qXdNE888YSyPkjmz5+P+fPnD7qp4D10wI+AJjt/pzLSKd+Vr/6IiMXHcY0ozI0q7iRlaKrSrcUXS+PGcaKqN31PddxafFqU99ZO2KeSbeoHZ+FjwffjcAKWYKtwANTLtdgopkWumz+98qVw3InK460EMr5w3JJ5XVt8ej1qZ6O5jLx77WCU5GK0o2EWlSjjPE14LYUlaqqOSmejzbrWujiurBw99q2jp5nVEk/n9OS0VIQNW0/S6lBuEWiR6x0VLRXptEWZWRqZU6bTU/gvidYL29ly2Ax8c6ft27fjhz/8IZYuXYp9990XS5YswT333NONf+6553D//ffj5S9/+aCbYhiGYRjGNOi7peG8887DkUceiX322QdPPPEELr/8ckxMTOCUU05BlmU4++yz8cEPfhAvetGL8KIXvQgf/OAH8YIXvABvfOMb+90UwzAMwzD6SN87DT/72c9w8skn4xe/+AVe+MIX4qUvfSm++c1vYsWKFQCA888/H7/+9a/xjne8A0899RRWr16Nf/3Xfx2BPRoA7SwUm87mdv7KtbV1HVVSplW2VrdqNXFcL3N4Atbi/63ZvqnjTal1nLfkZ5beMxNm1BRbsQTrcA0A4CqcDyB22NJtbpMwli5LxFW/U2y3u2Ltd4Z4T4SiVQX6fmfEZNoMzK3OOUvuEtnopPdtb5DyvFtj/C5k8FoqWu5KrkfVtF9KT1VTGzJ8NmlJ5hk9LQFeT05LgHQmnr6WePygtASw++33c5A6aAdxxWe3S6R/zu56G6S8USLL83z0WlXBxMQEFi1ahG3btmHhwoV9KfPzOAoP//CeIGz7yu0AgPmbY3+Kei9ifab/CLav3AEAmL95bhD+KJZPu+wqlsE5plbPv4Xt1Okfxe/0sWVTZ+HK4pomNhf3bzEeH1BNU+k0hOxY+SwAYO7mF/RQa7060p4ZFeVGv7nbV3X0tKkXPU1FG9PT0/ZVnXd004hrSbVzhPW0qqOnTcsHqCWAbdPUCztWdbS0aZBaAnrV0z77vxon467abapiOv+G2tkTAr47H6Pu0rmw9Hrlpaj3os3Ej1tVfcvws86nsnsVXvOo/LhJ5mByCj9w5Q5bvZbRe51ZFFreCr9zXhiq0+k21Sm3bjvCsvuhpbI8jNHT086qJWAqeuq1y5ouo5f0U9FSWFvaATPlqFlW9qhgnYYOJ+Mu3Ll6dfd7Ey38YH1xJsb/vXp/ANJEy6YOmAf2VNLF6SXlKyo2ri968vuv3hsfw9+TvDPLON7c+RT+0G1cvwlAhv1X7xfEfWwEzKeS49afgMV4HHuvfhkAKV79s8AOzGGrLFintOrHkHl3xz84j63/GgBg6eo/onkz6JUSrsSqqQh/1T6s0fncIO9jsHfD0+1OHcV0wQ82dPQ0tn9k+mVTB0wbvaaTpPQUaWlDR0tjewPA0PVUqqUNHS2N7RfEj5qWAOC4DR09jb2M6iVevSDjAL7KQm8ZndZTLS1t6GhpLK2luCWO1FREeNVOQ1JX+n10YW/I+2dlmC52NLZhGIZhGLUwS4MgPJ61OFwlQ95dc+udvaqcqdiopm46vSa83hpzl54dMTvzrMVnAADjOFWENuAdTJtYi/8x8w3rgcexGB/HlQCAy3ERgNgRUsN2ieQmRn50MBA+ee/mJ0cuztkqLLdw3mIjbrYjndv9UbbIjab0u9cIxlXOEdK/v26E1Q5GYuH+AVJPobNXytE3paWqdMyEX2WRyDEbtVSkmx16cloCuF7iOBmf0hIrZ1BaknmltaDVTSXr0O9eo6sJ6QjpLHNtFTZKmKXBMAzDMIxamKVBUHZ0cVudLyGXmum5rrRjlwxLLcNk87Zl5RQ8ir3xMdxG0s48fgc62S91o6Pi8zjWdmPWYnyGWlbN+/E3eAxPAADeh4sBAC0ilTb00kPvq8CWi6X314/jZHlsbN2I3pviPdWWLJY+77zTWTDScXVpi0S4I6Tzh/BMdq1x2vchPrq4aKd+58PRWZ1lxuHVeVhe5lNUXu5s01KRrtDTqGkJQKCnlJaKz8xXoVxP5S6hg9OSzJMHi4vdb4K2ZjQCC4L2AfL7DsvzKMzSYBiGYRjGLMU6DYZhGIZh1MKmJwStwMzU7jpuuXB2JLBzVAkdu9AJY9MOEhcvDb0tEhanB9biliDmOJxA0g8PtwPdOP6qGxYej9vE23HDjLerDhfjchyHE7AXnsBkVyL6+fkjbz3eCK4dB8NdFdkuf/VWo/sJrHA3vUk0owN1wjraxPzPpwQ87i0Mj8bWUzBZdxojE3lDx2GpJ3YksHT68k7HEGFlB2AVuXWrWyRM59kZtARgJPV0MS4HgEhP5VoC5Pvt8dPFMp2e/kpPDWumqqUij56a5tPVBfIN9Edj6zqyYBpj9PZpMEuDYRiGYRi1MEuDILQ0eEfI2MIQLlMr7wGzvfklLMzDlvuMxhKwOtyI0wGE9zRHo9ubbqGJ63FmN+5MXD+zDayBdIJ17ZbPNLVbGx/9aOsD6EhD5kyNmPyIP0OOHI3oVJSi7W6EHi41c++tDCu3iMhRlx/xM2fG9HHZTk+h5cKVm7bOsL35fZuqRmRs2fLs0FMdLQHo6mkUtQR4PYVWEr3xWVneArYxVHjAtEw/KC3J8sL324WlLSLu/Q/1whztzRHSMAzDMIxZinUaDMMwDMOohU1PCCaF+a8hzH87MA+A30O/av2wM2w1iJmX5Q1NaLq8jJpWR5vJyKxffPZ91BaawdrsUaUdmYCZE1e8D0Ec5uPS1D3syZtFw3dpsut66NK5abKmSu/z6f1A2NG84T4N7r3V68nZDneNyMlsB+Z1tSTrSGkprCO9L4Y3ZFfdz9mhpzpaAjBr9NQKpoXK9cR0FaYrZ9BaKivP64npRTrQM63pvU7yEXymo9ciwzAMwzBGErM0CCbF7WgSKwFbcul39tMOVqFzZPlue7JXypzRZH/b4ZyjTseN6YsaEmfg4wCA63BWN6wdOG81cA4+MpS21aUYccztfo5hJ++xMO9kpR22Qsr3h8ySYe6ezqHOjr5F6T333TvfIg5b3DlSh4WWi0ZQrkzLllyy3fsQOf+VXUeDWEyYMxq7j05LwGjqqY6WAMwaPaW1BPglwumllMyZWKcPW6Bjpqal4rP+TXdtlu98q6sXvbw5dI5kO6iaI6RhGIZhGLMUszQIwjlBf8ql38TH9YA9bElME5PdEmRpcVibzGHJkn1e91dbHz6OdwAA/hOP4TEsLbu0oSFHlG4+cCuWYN0Ij4rOw4fwDH4BwD8jfx1pnwZmVWAbtJSPg3g6WYfzB4g9XVrRfvlNVYuMcyNv/045S1toVdDLyhrkGr1vgXxHwyVkUk+yPJcqpSVZB7eYVO3XrzfiYtaHj+MdpqU+ch4+BACBnlrR72xMjnKrwuhoyadukndeWq29VUFbLhrkGkP/CrM0GIZhGIYxS7FOg2EYhmEYtbDpCUG4FMg7pbjwBjFnsiN8W90lbjodc4QMj1YtP35b9vGcqevMjpPUqO2X75DH4BZmwQyL8TiuwnsCU+OFuHIIreN8GH+N4/At7IEnu6ZU5nTFlri1ydJMaZTU6NhwUSDbpXEOSVm0R75fLYSEkyh6aix9dLB2zgrzZkF6GYag7YWewrzur95NMtylVadjjpD+2O/08dvoPlsfdiY+Piu1BHjT/ahpCUCgJ+YQnNYSAPJ+1XF2HJSWwjr01FhWoWu/k7A+Sj7cYXL0MEuDYRiGYRi1MEuDoE1GNXG4jiuW5IV787t0eoMPdiYBW9oj8c5oeuTklmH9eMSct67ujDDkCKItrrQllowBwPvxNwD8qXjD5Cxch9/gSQC+/WwkxDehYekcegRRtdmXD9MbGsUbG8Wjo3h0zRyx2JKvsC5t+cqgnUKZlYItPi3ayfXktCTbHLsmF2Fs0x/WlnItFfH62q7DWbNSS4C/F05LwPD1dBauA4BATyktyc9pLQHM+hBrYlBaKtLq94wtR/bLNdm5LNoplFkpRgmzNBiGYRiGUQvrNBiGYRiGUQubnijBmc8zMNM0239BHuHL9vrXpqc2yctMWd6sph0mpYl8CbbiIzg7MGmdjY9WXOlgcKbFVkm/tB05RLnruAx/K9I0O2GXDKqZeHdnjXto+vXmd+d85tdxyza7VBBh2mSa2rmOlSdx5lDZvrIjfos0+t3Uq9Dl1IE0t7o65fuozz3weZhDoq5fms9TegrNsqm9/nVb2iQvm2YJr0M7TObIAi3J2kZZSzKdvEanJ3kfB6Wnd4v9Ivi0XqEnpg39SxlPWYTpw9B0eY7+asl/ZrtEhk6P7n2Uu5vqfw8A7UTZKGnfMDFLg2EYhmEYtTBLg0Au7/LLIf1SJr5MDZ04tisgc3r0+PEnq1c6i5U7mcW4kZLjWpwDADgH15bk6B9X4ILu5zYZ9cj98vPIEXKSLFNlDlPvxQcAAB/ERVNu51lixBg7kaHzzf0/3oGO9fvZDnf8VL4sShWPW9hT1c56zMLh8rPlku3EqCZ0hPROYD5M1+9LkOlanTA5mmLLIZ0TH1umFl5LeBVlTo+uDJk3XCItw7i1hRM7ujotAYPXU69akvGTxKE7pSWgP3qSOuDPr1c9MYdXqDD2zg9aS0UebXHzjpDhsyrCtCNk2DqXriXCmirdsDFLg2EYhmEYtbBOg2EYhmEYtbDpCQFbK1wQmtrCdNq5hjmvMFMaO4okI2Y9v6Ze72ZXtZMZM4N9GOcCAM7DNaQFvXNlx5Qamk/1Wuus818OPY0S5wP8lV0kzKgu/gJcIeq/EIA/HAfwO9FJnCMbX+sdOiTGbWMOVnJNd1hamJLt56BT8SkLV3aYM34fioOg2oh3Jig/EI1NtflrZA5grJ3yGtlue2XX7d6COJ10EtbH0MfpZVvSWkK3vnBNvXf9jNPJNjAHTIfTEtAfPU1VS3Eendfj9CS15vTktAR4PaW0FJYt722ol7K9TFg8f+fZb2+5noahJRkfXqN29A1rD9OFz9kOrDIMwzAMY5ZiloYSuIOaHk2xPi2zKrhvoSONXmIj+7s+jC/ui9P5GN0XnMqIyO1Ed74YwTPYYiR2X9poBiOL+jvD6TCZ93xcpcLOIdfYIssH42uI4+Xyyzgdc7XiZbN99Vl5bCSSB+llvfr9yoJ08Sg9/MaWprkzJZjzIStHv4/SGa6JdpRelslGU8wZVV83gufjtKaXf4b3llnryq16YXvL9TQqWirC6u5aqsNcXqclGZbSUlyOvo4wriiz2hGxvNxyLYXlDVZLsi4Qy4m0fTXIu6zTy1b40LJltsNk9FpkGIZhGMZIYp0GwzAMwzBqYdMTAmmO0rsk8O8uT7hSn69RLuI0oXOkW2PeUimY2Tg2w8UmMFZfyrT6IeH05Eq+CueL9hVXKo/fZevneXvC+8F3zCzLG6cLTbVFer1fQrwuvKydZfGx0580X7P9D9q174VO5Z36qtKF5vcM6feLv6MpByv+zOIweb/djozSUczVG680L9NTaA52LWFTFrylcVg72P+kFcVyszE7QCxVV2rabya1FLadvb9pHXjTvZx20Psl9K4nfQ/ZwWls/4Owrt70NGgtAfIdrXJWZG6ZUGHufsvdTZnj5bAxS4NhGIZhGLUwS4OgbB9yH68/8d6jjvOWgXTPMbUsh8Wx1PzcCqgwNhLibfK4nu+VYsc6tmSOO4OWw3aQY31+7oTnQvjd0Hk9bdpOvoCvrD623FY6MPH3SlspyqxHuu06XeoquROXXrLLngAfVTDnQ5aq/K3iY/i0/rhzZLmeqpa41b/P7NwKqDCnp9HRkmyNts9wJzwZUq6nlJbC0nrTUpFDL7d1ekppScYPR0s+D3sCKS0Vn/TOqKOIWRoMwzAMw6iFdRoMwzAMw6iFTU8Iyo4h9dMDel8FNnXAzEzs6GCPdHxJOZ7pNum2VhkdpQMYS6eN08zAGObVh2yx8sKS82i3C72TGl9vXx7G2hceM1vQDszq7GjeLHCIKmsfM4H6A2v4dcctjN1YY/zR67oO5rAVfm5H6eQ7qstlYSnCd0vnTemJ7avA9MKmQKrrqKe1lMNbXE9ZOvach6ElWXY4PanN+ux9YGG8fe7eetrd3zt2bLyfWvFhbBfS8imGoj6mF93ClOr6qaWy8lJhVfBJ2Hp5Z5Isz/PRa1UFExMTWLRoEbZt24aFCxf2pczP4yhs+uF9QVhr5a8AAM3NuwXh0/lR7S1P/bw7Vv4aADB386616ukF7nk9tXImVz4LAJiz+QXTqqt+m9I+DWV58pUTxcfNvb1f/bpXPbFyW1Hr5kXo5SpjpvPjRtO1w/jWqo6eNk1XTwPW0qqOljaNuJZWdbS0iWupl/p61VMvWgKAfFVHT5vq62koWlrV0dKmmdYSkvX99/1fiZNx15TbEzOdf0PN0tAD7EV4AnsBAPbCEySHTv84Fnc/L8bjidpGpy+XWobWezk5Uq4+deuq36Y69pn+kTqnoOqJMnfA9D98030WU2X672ZKS0DvekpriecdBjOpJVlfVV110/Xj3atL1Rk6qSf6fNLSTGOdhg4n4y6sW31s93sG4Kn19wAA9lx9eCdMTzt8ApcAAN6Pi1WZDWKC/Tg+2A1zXtP1TcQyXRj2k/XfAgDsu/qQ6IeJeR3nQVwZefevXI/PxJsFf2UL44N3Hlv/deTIsGT1H0dx2kzp1y3LsCyIA+RKBVYeSFiDhIV17Fh/J3IAc1Yf0yk5D9KH7Sq/JyHap5rvEcB8r0HCOunW/0Pxd/XxJWZRZ1KWW9uWT7WxPUJkO5okb7ObR0wdPB3q5akNHT2NHQ427eC0BKT1JOt1epIrEOqbiPW0CJDjJxs6Who7JMjLps5Cg3i5ngaipQ0dLY39cRDfhp5CY/UyrYXbFrPyQMIaJCysY8eGjp7GjgmeRZtovHc96Y7YlLW0oaOlsbSWAP8+st95WSvbI8SV0yR5m4H+irCT838gbR8O5ghpGIZhGEYtzNIg4CN+PXJho5aL8f7u58vxNwDCI50ZF4id4BwfwnmJtlQb2zLkkQPYJIB4RFvQJqO9sAY3WtDp2HHQoS3Djc7krnz+njaQR3dROzq1u+l1Dz10pnLppfOYG5Wy0b3u3WtrRvF/1+vXxyTLA5n0KC7tICdHRHHr4uOqw3ZK3DX63Rhb0Q5y4ZORbWI2Eubo68uTYXrUxawZfMRffK+yAjg9OS0BaT2ltFTelrRpWjsvT3bj+FH3oWVlJrUU5tGf2sF161qYo5/TU2gVYqN7/d5oa4bXU3i9esTNLIwp522+f4bLNxgtyTYxGwlz9A3L05qU9ihfh+0IaRiGYRjGLMUsDYJ4fsnPBoZzV3+L9yXL+RtcPuU2/DU+DAC4FueoOLasM46Le6au18563E0yIkHQa3e9bz3P2STlsTnSTMzPtUVvvYF2NE+pfQaapOftl2h5fI+/JdIVtMQr7u+ZtgyUeTHH9zW8Rl+Kb7OeL2YjIjaC4Es441K0b41falc2gufvRhzGR2DassNG7czfIPZ9kHqS9ab01A8tAWk99aolGSfvmHtfh6GlMI/2GWgGLdU+Gn5kLlvfUtfo9BTeM20ZYCopwvPotygjqdqdNmtfJmatG4aWyuplOtBlcKsee+9GccmlWRoMwzAMw6iFdRoMwzAMw6iFTU8IpFnoMlyC47ABAPAJXDqEtnhTZGoFcWxabaIVpdcmxrKSAL70iTkEsSNiW8EhyNpJsBGY9lrR9IQzwcoSnPlWO12FZl5nbtXmTARTFs4Uqs2Esdk465Ta7N4/fd1sGRjb4Y6bRTWNblt8rDZ5y1aGJTfRpssluSOtdkBj5bryMhIfvqO6PBd2WWcp5SjoKaWlIl5ONcV59PRXWSnAzGqpiM+6IWENZe+UPMZcH2DGl3/GdXk9ZbQ8P63g9BQvHdV1uHLZEk4Jm1osGLSWws96So6VzX7TudbS5Q2bvlsarrjiCvz+7/8+FixYgL322gtHH300fvSjHwVpTj31VGRZFvz30pe+tN9NMQzDMAyjj/Td0nD//ffjne98J37/938fk5OTuOiii3DEEUfgBz/4AXbbzW8f+5rXvAY33XRT9/u8efP63ZSeqTq2eiY5G9d1P1+PMwHEzmicRuTAwxaVsV6u29RFjm+Q6N0D2qFrjliS5pcehkupijozteTSOV1JO4lfZsWcwvS9aJERFoL6wzJkSr2ctag1HsVlZPQTOp5pJzM2tuFL9tx91Euz5D1Y13kf3tV5Rya7o/wWtSawZZP+KaadrrwTsB5h8WVlcnQ2Ojg9OS0B2gkuxjvYli/3YxaYYWhJli0dJlvdvMyCIPWi74U/jlqiHUB9OdKSFv/yeD2FTsLaMuedorUDdEpLsrbBa8mHhfbSckfIcHM1bf3jS55HT0997zT8y7/8S/D9pptuwl577YUHHngAr3jFK7rh8+fPx5IlS/pdvWEYhmEYA2LgjpDbtm0DAOy+++5B+H333Ye99toL++23H0477TQ88QTba75g+/btmJiYCP4zDMMwDGNmGagjZJ7nOOecc/BHf/RHGBsb64avWbMGxx9/PFasWIEtW7bg4osvxuGHH44HHngA8+fPV+VcccUVuOyyywbZVADApRh8HVPhTFwPALgBbyexoZmrcDTypHqF4RpzZ4YPD70t/q93cGPmtzYxO4YOhv58gjmYBNurnu26FzpOOdOl3s8hdMTSu9kxZy9nRM6pKZSt1dd1hKW5eO2AyVevpx21UrsWfgxnAQCOw/8HAPhC57vjXFwTlMGeWZM4M9bdk6FRYVr9W7FL6qjgtASU6yk+A8DvYZDGpRuGlmR8aOrXO8J6p970fg7eSVjvtMockeWEjN/FMrxrZXpqB3ldaTKtdsBMTfkMWkvxZ0eTODPW3ZPBT1mM9j4NA+00nHHGGfiP//gPfP3rXw/CTzzxxO7nsbExHHLIIVixYgXuvvtuHHPMMaqcCy+8EOec4zdnmZiYwPLlywfXcMMwDMMwFAPrNJx55pm466678NWvfhV77713Mu3SpUuxYsUKPPTQQzR+/vz51AKxM3MjTu9+5r1N7rSZKQceH+PRDjzSYQnRJ7ZjHbMSyB3c2qQn3UYWOcxp17LQidONiPToTI5y4+VdMl07sBo4RzU/qmlGozRfczja9GdPyBZPIoa1hTtvMfQzuBbn0pR1iE+eZKOasPbwmouczpHOhzEnLhfPyh0FnJ561VJ5Hv2stDveTGpJlqh1wE6UDZ+f1gvTpIuXz9npqRk4b4ZWPflusbM20lqSKUdDSwC3uPnafVi8bLvIo/XCnIlHUU997zTkeY4zzzwTd9xxB+677z7su+++lXmefPJJPPLII1i6dGm/m2MYhmEYRp/oe6fhne98Jz73uc/hS1/6EhYsWICtW7cCABYtWoRdd90VzzzzDC699FIce+yxWLp0KX7yk5/gve99L/bcc0+84Q1v6HdzeuIqnN/9/B5cPZQ2jOOvOp/0ch8eFn+f7hIdOcetZ3EzhHOGRc3aV6BBrQTSD6FNl4ExH4SMlqt7/JPB3Ku7mrQ1w28g1VZhMpzNU7ONadjIgPlmsLlhl/dq8R5OB1fOe/FBFeeXhjHrgxwllVsVQqtLeD4L4PU0fC0BaQ3Nfi0V6bRVgb1nfkSbtmY4PYXLMMutGUw34QZXRXhoydLnVnjrVrmW5Gf2mzEMLcm2sNMrQ38RbVXwVhepydHZBsDR907DDTfcAAA49NBDg/CbbroJp556KprNJr7//e/j05/+NH75y19i6dKlOOyww3D77bdjwYIF/W6OYRiGYRh9YiDTEyl23XVXfPnLX+53tYZhGIZhDBg7e0IwZwR231qLvwMAjOOtIrTMjMqIHQzrwva4a5MwnS4j6U7H/wMgdOhsdxwMc2QdsxwzNWozqlwOyaYsnGlzbuBk5sprkjBpJuRmY++4FS9Z03nZbnbcjBqnCttyFS5QbekHH8R7AQAXiyOouSm0fMkX2zmyasnlsPfNd1oCpJ5SU3wx2vmtHsPQks/DdlwMHYy10yObYnB6CstrkjD33pRPwUg9Mb1U7bTKp/jiVL6eQWsJ8Hri03RpbbCdI2fLkks75dIwDMMwjFqYpUHQHAFLg2MtPtX9PI43J1LGVgi+lLE+LH16dLQWN5eWdjpuDL4fhxOwDI9iDiYDp8JW5MBUfHYOYLLn7Ub3cpSk99L3DlF+KZffS1+OrrW1IBOf49EyG2GF8TpdyrHr/bhYhQ2K9+Nvu5/f16mXjXRCawqzKmjrA9POKDlxOT2ltQQU1x47Qmrnv3rMnJaKVhbvsjyDpdF9VtLp0Y1y5ejeaSNTYaGz7qSqw4+utbUgi+5BmZ5SWpLpqpyOh6Gn94k6mV7iZacynlkfRunfIYZZGgzDMAzDqIV1GgzDMAzDqIVNTwhGySw0jjeJbylnmDguvgYXz/qHU5nGKMpZi1trptc8imX4GP4O4zitGzaHOGIxk6mP87jYdmBCd05czLHSl8dc3TI0UOYIGZ55oR3FvDMaVJjkMlyiwmYSdy7EB3FhNyw9PZE+j4I5gI3S9ITXU5VjmYwv0xKQ1tPMawlAV09zRDv9XiJ6Ok/CWt7uPufwSO4iTDspyrvlywvTx46Q/swL7cQcOkpDhTlGRUuA11P19ET5eRR875TRwSwNhmEYhmHUwiwNglEaGa3FZ7ufx3FS51Mdi0MbsQuRD4+pctRybbktUe/UWdtZSgYA4/hLAKHDll++KHFLvvTop0FGWOyqW4G1gC2R9OW4ZbjesVKPiJjTI9sxT6ZzzlPDPgmyWbEjnQ/TO0KyZWXMYXIUcHryWgLK9RRrhi15rqOnmdNSUXahJ6clQOpJWgYccjmytsz58yikZUDT6loL2BLJ8B7Pic6eaBBrHdOVu5fMwiEdEUdFT2wZZhimd4RkSy7N0mAYhmEYxqzFOg2GYRiGYdTCpicETXI860wzjhM6n9j+gXV3hJTUdc7SZsy1+EKN+vrDWvwPFTaOtwEId3WcQ46yjo3IBcxhSx8G5K47LC9X5kN2F70DpnbeZE9KOqD9DS4nKWYeeZjUNZ2jg5mDI3Pi4rveQaQbrmOx1xLA9w+suyMkS5/S0+hqCfB6mkOOspbTD/KJ+7xuqq1BUmoHR+9M6fXE7mLogKmdN1N6GhUtAV5P14hjuJmDI3Mw5jtCjh5maTAMwzAMoxZmaRDI0dQ4TsNGPIpHsWzg9Y7jePGN9al7WXJZ5ghZt8863L7tOE4V31yfVo5/3O6KutferugDu3HjnCBMO3FlxBkMxGErbBGCdI3ao9LRwS+L04vnmFVBXldq33y3FHDm9dSrluL4lCNknWc6/Ofu9SS1wZ6ftiil9CTfkDndMO1gHJ9HUbwnbHmlh7ldNnr+HRsu4RksemE304v/bWNaGx3M0mAYhmEYRi2s02AYhmEYRi1seiIgNsvmWIafYxxv6YQVpqK1uKXP9TKTKDtWl+WJTaiT4CY87koUsxZ3lLZyJpAH9oRTFTH6uN4mcSAKD5hyey5Is6xLp9eOF5/dumu914IrR4rIrzHXyDquwvkAQkfEYfBRnN39zEyhzOnRhzG3ubR53+vJ5x2cnrTpN60lFy+1JPOW5YnrKBi2loo23AygSkuA3wfBOx03u1MWHn/AlP+tbHfN6jKd3tek+N6iey1ITc6J4orPGleH0xIwOnpKaan4zBwhmUu37dNgGIZhGMYsxSwNAWU7vrWDv+P4c5VH7uCYYhzHkdCqEVuvjlhVDmBF3rX4UqKM4cNHSey6mWNXQXjORFOV4Hekk6VlyJAj7/yVdWRRbk354ky5BNG1a9ijJH6mhLbY8N1Sq3ZILNuNtB2EeT3JJYr90FOVhuo616X0JI+1Hl09cQteSks+PrQguHMmmlGqeLdUV5rfydHrSb5fPrcmvTjTL4f2YcO24PEzJdhy5F70MlqYpcEwDMMwjFpYp8EwDMMwjFrY9ERAmTkz3hkubT4ax4mkPGYy5XsZlqdjzpEsb5V5y62ff103ZC3+qSLPzDOON5PQJgmrt48F219ATmQgis2QC5N9gXTYcuuv5fp0tuekO7QndMosws7HhxJtHxwfw5ndlnjC3fvizz4s9e6xXSBjXdXXk9eSLIdN5/G9DNPpmHNkr3qSe7sUetp5teTj2f4C8USGjCk+553/PE5Pcm+QVteJUrdKHoDlnTJ92DD05LVUtKZAayitpTCPZ7i7qjKyPM9Hzz2zgomJCSxatAjbtm3DwoUL+1Lm53EUHv7hvwZh21c+BwCYv3luZf5HsXf38zI8UrPW/t367SsLT+/5m6fWD3wU+/StLSkWrizuzcTm5ZVpl+FnJLTO9r1p2IYyMc+t/A0AYN7mXYKy+y2WrVgy7TJ6uaeOpXisVrreT6oU6aN/a7ev6uhpU309DUVLqzpa2jTiWlrVee6bBqGlOvEFtfS0qqOnTbsE5Y6annq5p47BaQlwd2if/Y/AybhrCvk50/k31CwNfaL+j9tMw5y9ZtfuavXbWc9RlC35ql92f+/ZEmztfu5HB4JR90fNMbUr7O/P/2jqib1fs2/nz971lE7PliPXK7eXttTD6WlUtARM5QpHexxvnYYOJ+Mu/NPqA0RIGxvXbwKQY//VKzthKfNRlSd5anqCIc1S1YftbFz/CwDA/qv3jMqp12n4GP4+0Zb+cdz64hChL6yurs971UtDJTOFMteccq9s6fntt8oNRz//tf57AIAXrX5JNyxM7/OET8UdWKVHU1Wr/dfhwyRFNVX39Dqc1alfdpYK2Ja1PCz1TssSxXv7dJhu44aOnsZWIq0lWV7dequm5FzZ1QfBbdzQ0dJYmZZkOTpsxrS0ofPcx3rREgDyzvuwlJZ4vNNTShv/taGjp7GXRL+AXH/FX3lgldZaSk9T1lLFPXVaKup3nSUP2x6ah9X9N6J4b1+X98/KMF3MEdIwDMMwjFqYpaEW8aiiynExFcYciKaydjzFVOodPdbiVgCxExd3NSzQeyMgSKVHNa7H3w5GNc0gV5hX18pCQ2dCN0pKH3b1YZynSj4P19Ba6vARvDuol4+I0k6PvKX19i0of78y8OfHyqsKY86tTKeD0lOd6x0+TkuA1BN3NfTovRF8am1VkKPndtfiFjtb5j1rqajBva/SIlGup0FrSZbcoO2sehdSv8GjPeVllgbDMAzDMGphloaAujtxVY1yWZgru6p3349RUlVbdC93lJeLrcVnup/H8RedT3V38UuPQFPWhyK+jkMlG4ml25eTZ8Acyj7UGTGx0s6rmLd1Jb8bHy1Ncz3OEPU7i4RvE7Pr8FEUW77Yq57qOhrKclOWp35Z8FJt0e/XKGsJ8HryWgLS96XquTBrnLY+FGl4PRmtozqfjgtH+jOpJcDrKbSIFLnZL39aS8Ao7g5plgbDMAzDMGphnQbDMAzDMGph0xMBsg/FlnWV73wWu5kVtEgYc0hMTx3wpTixqTYvyZvC1zuqplQgNqOy5WIM7XyYk/vNzJ7SKTJLpMuTdTCmMuXETPIF13acszZ31qZfg3NxrnD2OgcfqSz9TKzrfl7XNa36dvpjj6tM1HFckYu3PS9Jx6YTpNZaJIw5JJZPHaR17eLj9vWmp1HWEiD1xJYyM/T7nZP7XaUllzKlpfI6GL1OOQ1WS4DX07pg2i/v1CqnQOs6DpsjpGEYhmEYsxSzNJQiRyvxiKlqlMScHtnmMnEZMm9ZW8rqkFaQqv31mSPkkQCAtfhHUv9wSDs9Vo0sy9OF/XntxCVHOG1VZr1RF4LRekO1xIWFy9Sy0qtILRc7DsWGNOumsaQMAM4QVoeYG3E6Ca3r1Bvfn7J3lJXHnB7ZxmesXSktyc9xHXF7Ume/MEfIUdYSkNYJuz/pdDn9pDc5A8r1VGURRHe0rq2AMswvoR5dLQFVeqpajjxczNJgGIZhGEYtrNNgGIZhGEYtbHoigJlHZXiv68llWJOE1Z2KYPWy8uL2StgxuNp4N46ju5/X4k6SZxhUTUUwk2mz81dONTQ6f3XetpqeKNyX8ujZt4kZNZza0G3m0xhFyhYxt7Lpk6twfjfkPbgaM428brcGvUGnCaqm7lz4VPY6cWF6x876UxGsXlZe3N6Yaj2NppaAuhryUwf+WnOilzbJ21bTE1JP2tE2nJ5weXWb+TSGT+n0NMpaAuT0iXSOZFPY5ghpGIZhGMYsxSwNAWUOiXHfip3Gx6wUzBFSknJwZFSNxNj3VHh6uc843gAAWIs7Em0aJOzkPeY0p0cmbRLGLAPxkjCXx+WLRy7aIsFhFonwbqdGENqhbNjjjXfgBhV2A97e/ewdOqucGeM0AD8pllkpmCOko8rBkZGyEsafU/WlyisYHS3Jz8wqpK1mbRLGLANlWpJ/W2hQh+Cq5ZXMIuHv9uzSEpDWUyP5b8/wGb0WGYZhGIYxkpilISAe0WYIN3pJzW0y60ObpKs7mmKjpNRSHNfGJomT8b2HjeO47ue1+ALJMyjcPWMjIj2SbwUjIj36yaO48jBddspygSCMjbbcKClXYbKEVtdXQC9iqz41b+a4HmcCCK/f3ftwpj+2hkk9VfkJMOtDm6Sra+lL6SmlJRYv06TCRlFLAP890yP5Vved15a5UAepsPAe5MgqLRdxGXF+/1mfL+E+zTYtAfx3jHnODBuzNBiGYRiGUQvrNBiGYRiGUQubnhCEu41J02qzm8KHIQprkjCWriosZVqtY1Yrm55g1HUJ8unGcSIAYC1uF2Enq3Rr8blO3J+LsFsBAMvwc4zjL7AWnxZlvKXziZlMtWmVLaXk0wo6ncRPY8SOXcUb0OpKRDue8vLY8sqwBFY/4N+5SRE/Ck5bMcyMyo4idg5d+tjjJqp3LY01V5YuFVY17Velk9T0BKPO0xqMloqwT3fSvQUeNp2np/3YUkr2LrdJOp9eL8OUR897PWnH05SW4s8+TOOdHWeXlgDpdK2nMUcJszQYhmEYhlELszQI2mJEmwVnAhThbAuf+ps71R39sDriMli8czJrROnqLuFMtVk7mY3jjSJMj2bG8ebOp6YIOxUb8fNu+Dj+UpThXkXdpnawuYz7m95chjtx6ZFT2QirfMmlXmomSW3kFFopnCNk2XK/MOxSXErihsNk51nJpWHuOjIy4s+id7CNZnTnet3cqa5ljtUhKVsiKbUk09VdwjnzWirCnJ7kz7rWRru78ZlsSfnGZ9zBWGsoZf0rX3IZWyRkm5ilgVkppCNk2VJ0HzaKWgK4ZS7WzihglgbDMAzDMGphnQbDMAzDMGph0xOC0LErUw5f3hCqzbLcFCn3bnC3mjlipaYd4vgY5mQmKdv/Py6X1cH25meUr/vmdWQo7gczcaZ3XGyRMyVSJtM2Ma1WOXZJR0hnynXp5LrvFilPX2uZE1ev01qjA3Na89MTmqz7bL2ewkk65jDJtOH0JH+2mJNw2bRDWQslzAHat1SnY2UPQ0s+jJ/jUK4lGV81neenHbROmdNx7AjZRjNI596EVoXu2bXx9PF7M3u1VHwePczSYBiGYRhGLczSIAidUtzOdbnokeveeIPsg+8tEekRqHTrS4fV6TWXOUKmYOVVtdnRy0hIhrl72IyuWo/429Sq4EarzDky7ZyVslLEo6nYEdJbMyDSld+rVJxsMwtjO9ZdhA90P38AF5GyZ47z8GEA4WmBTXL2hNNBIxj9OT3pZ5DWkssfw7SR0lWVY6VvJz+jIQXbATNmMFqStfOTXZlVgWkDyXRcf+VWwngHycLKJDXu/qbvVSo+T4TNFi0BXk/N4J0fvXH9UFv0iU98Avvuuy922WUXHHzwwfja1742zOYYhmEYhpFgaJ2G22+/HWeffTYuuugifOc738Ef//EfY82aNXj44YeH1STDMAzDMBIMbXri2muvxdve9jb85V8Wa4s/+tGP4stf/jJuuOEGXHHFFUNpUwvhro5+5Xk4PSFNpm0Sxg4j8o5izMzGnCOr1ucy06pziqrawa6ucyQLS5le6+0SV9zTRolDop52YGHMcSq9Ix132HKEz545WZavY+eHWLGpEl1D3d04rsIFJOVw+ADeCyB8Ln5PBrabXbvzvUjRjqYnnHbaJIwdRhQ6iqX0xA67YpRN08W7gTJSzpEzp6Uinjkk6mkHFsacest3S+XOxJJ4Slfmb5dch0/j/jKtsek8qDAk4kZRSwDUvzPFp9E5XMsxFEvDc889hwceeABHHHFEEH7EEUfgG9/4hkq/fft2TExMBP8ZhmEYhjGzDMXS8Itf/AKtVguLFy8OwhcvXoytW7eq9FdccQUuu+yygbfrjRNfCb5/HkcBAE6YuGvgdU+Xpzttfd2It/XZTjtfP+LtdM/+5BFp57sScZ/H/gCA6yYOnpnG4MtTytXVUz4a97SMrpZGvJ1dLY14OwGhpxFoay0t5aOtpWGS5Xk+4/aPRx99FL/zO7+Db3zjG3jZy17WDf/ABz6Az3zmM/jP//zPIP327duxffv27veJiQksX74c27Ztw8KFC2es3YZhGIYx25mYmMCiRYum9G/oUCwNe+65J5rNprIqPPHEE8r6AADz58/H/PnzZ6p5hmEYhmEQhuLTMG/ePBx88MG45557gvB77rkHL3/5y4fRJMMwDMMwKhja6olzzjkHb37zm3HIIYfgZS97Gf7u7/4ODz/8ME4//fRhNckwDMMwjARD6zSceOKJePLJJ/G+970Pjz32GMbGxvDP//zPWLFixbCaZBiGYRhGgqE4Qk6X6ThxGIZhGMbzmen8Gzp6G1sbhmEYhjGSWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaWKfBMAzDMIxaDO1o7OngDuacmJgYcksMwzAMY3bh/u2cyiHXs7LT8PTTTwMAli9fPuSWGIZhGMbs5Omnn8aiRYt6ypPlU+lqDJl2u41HH30UCxYsQJZlfSlzYmICy5cvxyOPPNLz+eKznefrtdt123U/H7Drfn5dN1B97Xme4+mnn8ayZcvQaPTmpTArLQ2NRgN77733QMpeuHDh8+4Fczxfr92u+/mFXffzi+frdQPpa+/VwuAwR0jDMAzDMGphnQbDMAzDMGphnYYO8+fPxyWXXIL58+cPuykzzvP12u267bqfD9h1P7+uGxjstc9KR0jDMAzDMGYeszQYhmEYhlEL6zQYhmEYhlEL6zQYhmEYhlEL6zQYhmEYhlEL6zQYhmEYhlEL6zR0+MQnPoF9990Xu+yyCw4++GB87WtfG3aT+soVV1yB3//938eCBQuw11574eijj8aPfvSjIM2pp56KLMuC/1760pcOqcX94dJLL1XXtGTJkm58nue49NJLsWzZMuy666449NBDsXHjxiG2uD/87u/+rrruLMvwzne+E8DO86y/+tWv4sgjj8SyZcuQZRnuvPPOIL7O892+fTvOPPNM7Lnnnthtt91w1FFH4Wc/+9kMXsXUSF37jh078J73vAcHHHAAdtttNyxbtgx/8Rd/gUcffTQo49BDD1XvwUknnTTDV9IbVc+8zrs9G5951XUzvWdZhg996EPdNP143tZpAHD77bfj7LPPxkUXXYTvfOc7+OM//mOsWbMGDz/88LCb1jfuv/9+vPOd78Q3v/lN3HPPPZicnMQRRxyBX/3qV0G617zmNXjssce6//3zP//zkFrcP/bff//gmr7//e93466++mpce+21WLduHb71rW9hyZIlePWrX909FG228q1vfSu45nvuuQcAcPzxx3fT7AzP+le/+hUOPPBArFu3jsbXeb5nn3027rjjDtx22234+te/jmeeeQave93r0Gq1ZuoypkTq2p999lk8+OCDuPjii/Hggw/ii1/8Iv7rv/4LRx11lEp72mmnBe/B+Pj4TDR/ylQ9c6D63Z6Nz7zquuX1PvbYY/jUpz6FLMtw7LHHBumm/bxzI/+DP/iD/PTTTw/CXvziF+cXXHDBkFo0eJ544okcQH7//fd3w0455ZT89a9//fAaNQAuueSS/MADD6Rx7XY7X7JkSX7llVd2w37zm9/kixYtym+88cYZauHMcNZZZ+WrVq3K2+12nuc757MGkN9xxx3d73We7y9/+ct87ty5+W233dZN8/Of/zxvNBr5v/zLv8xY26dLfO2M//W//lcOIP/pT3/aDXvlK1+Zn3XWWYNt3ABh1131bu8Mz7zO837961+fH3744UFYP573897S8Nxzz+GBBx7AEUccEYQfccQR+MY3vjGkVg2ebdu2AQB23333IPy+++7DXnvthf322w+nnXYannjiiWE0r6889NBDWLZsGfbdd1+cdNJJ2Lx5MwBgy5Yt2Lp1a/Ds58+fj1e+8pU71bN/7rnncOutt+Ktb31rcCrszvisJXWe7wMPPIAdO3YEaZYtW4axsbGd6h0ACs1nWYbf+q3fCsI/+9nPYs8998T++++P8847b9Zb2YD0u/18eOaPP/447r77brztbW9TcdN93rPylMt+8otf/AKtVguLFy8OwhcvXoytW7cOqVWDJc9znHPOOfijP/ojjI2NdcPXrFmD448/HitWrMCWLVtw8cUX4/DDD8cDDzwwa7diXb16NT796U9jv/32w+OPP47LL78cL3/5y7Fx48bu82XP/qc//ekwmjsQ7rzzTvzyl7/Eqaee2g3bGZ91TJ3nu3XrVsybNw+//du/rdLsTPr/zW9+gwsuuABvfOMbg1MP3/SmN2HffffFkiVLsGHDBlx44YX43ve+153Omo1UvdvPh2d+yy23YMGCBTjmmGOC8H487+d9p8EhR2BA8Q9rHLazcMYZZ+A//uM/8PWvfz0IP/HEE7ufx8bGcMghh2DFihW4++671cs3W1izZk338wEHHICXvexlWLVqFW655Zauc9TO/uw/+clPYs2aNVi2bFk3bGd81mVM5fnuTO/Ajh07cNJJJ6HdbuMTn/hEEHfaaad1P4+NjeFFL3oRDjnkEDz44IM46KCDZrqpfWGq7/bO9Mw/9alP4U1vehN22WWXILwfz/t5Pz2x5557otlsqh7mE088oUYoOwNnnnkm7rrrLnzlK1/B3nvvnUy7dOlSrFixAg899NAMtW7w7LbbbjjggAPw0EMPdVdR7MzP/qc//Snuvfde/OVf/mUy3c74rOs83yVLluC5557DU089VZpmNrNjxw6ccMIJ2LJlC+65557AysA46KCDMHfu3J3qPYjf7Z39mX/ta1/Dj370o0rNA1N73s/7TsO8efNw8MEHK/PMPffcg5e//OVDalX/yfMcZ5xxBr74xS/i3//937HvvvtW5nnyySfxyCOPYOnSpTPQwplh+/bt+OEPf4ilS5d2zXTy2T/33HO4//77d5pnf9NNN2GvvfbCa1/72mS6nfFZ13m+Bx98MObOnRukeeyxx7Bhw4ZZ/w64DsNDDz2Ee++9F3vssUdlno0bN2LHjh071XsQv9s78zMHCsviwQcfjAMPPLAy7ZSe97TcKHcSbrvttnzu3Ln5Jz/5yfwHP/hBfvbZZ+e77bZb/pOf/GTYTesbb3/72/NFixbl9913X/7YY491/3v22WfzPM/zp59+Oj/33HPzb3zjG/mWLVvyr3zlK/nLXvay/Hd+53fyiYmJIbd+6px77rn5fffdl2/evDn/5je/mb/uda/LFyxY0H22V155Zb5o0aL8i1/8Yv79738/P/nkk/OlS5fO6mt2tFqtfJ999snf8573BOE707N++umn8+985zv5d77znRxAfu211+bf+c53uisE6jzf008/Pd97773ze++9N3/wwQfzww8/PD/wwAPzycnJYV1WLVLXvmPHjvyoo47K99577/y73/1uoPnt27fneZ7nP/7xj/PLLrss/9a3vpVv2bIlv/vuu/MXv/jF+Ute8pKRvvbUddd9t2fjM6961/M8z7dt25a/4AUvyG+44QaVv1/P2zoNHT7+8Y/nK1asyOfNm5cfdNBBwVLEnQEA9L+bbropz/M8f/bZZ/Mjjjgif+ELX5jPnTs332efffJTTjklf/jhh4fb8Gly4okn5kuXLs3nzp2bL1u2LD/mmGPyjRs3duPb7XZ+ySWX5EuWLMnnz5+fv+IVr8i///3vD7HF/ePLX/5yDiD/0Y9+FITvTM/6K1/5Cn2vTznllDzP6z3fX//61/kZZ5yR77777vmuu+6av+51r5sV9yJ17Vu2bCnV/Fe+8pU8z/P84Ycfzl/xilfku+++ez5v3rx81apV+bve9a78ySefHO6FVZC67rrv9mx85lXvep7n+fj4eL7rrrvmv/zlL1X+fj3vLM/zvL5dwjAMwzCM5yvPe58GwzAMwzDqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBqYZ0GwzAMwzBq8f8DXsDvIX9gd54AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#21-Aug second map\n",
    "nPixels = len(pixelGOP)\n",
    "offset = 0.5\n",
    "gridL = 85\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams[\"figure.figsize\"] = (6,6)\n",
    "x2 = [0.]*4\n",
    "x3 = [0.]*4\n",
    "x4 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "y3 = [0.]*4\n",
    "y4 = [0.]*4\n",
    "red1 = 0.3\n",
    "redSlope = 2\n",
    "redMin = 0.1\n",
    "redMax = 0.7 #was originally 1.0\n",
    "blue1 = 0.7\n",
    "blueSlope = 2\n",
    "blueMin = 0.0\n",
    "blueMax = 0.8 #was originally 1.0\n",
    "greenInt = 0.05\n",
    "greenSlope = 0.\n",
    "greenCtr = 0.5\n",
    "greenMax = 0.5\n",
    "for p in range(int(nPixels/1)):\n",
    "    redd = min(max( redMin,redMin + redSlope*(pixelGOP[p]-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP[p]) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP[p]-greenCtr) )))\n",
    "    x = [pixelY[p]-offset,pixelY[p]+offset,pixelY[p]+offset,pixelY[p]-offset]\n",
    "    y = [pixelX[p]-offset,pixelX[p]-offset,pixelX[p]+offset,pixelX[p]+offset]\n",
    "    for d in range(4):\n",
    "        x2[d] = x[d]\n",
    "        y2[d] = y[d]+gridL\n",
    "        x3[d] = x[d]+gridL\n",
    "        y3[d] = y[d]\n",
    "        x4[d] = x[d]+gridL\n",
    "        y4[d] = y[d]+gridL\n",
    "    if p%1 == 0:\n",
    "        plt.fill(x,y,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x2,y2,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x3,y3,facecolor=(redd, 0,bluu ) )\n",
    "        plt.fill(x4,y4,facecolor=(redd, 0,bluu ) )\n",
    "nVerticalLines = 10\n",
    "nHorizontalLines = 10\n",
    "xOff = 2\n",
    "yOff = 13\n",
    "dLength = 17\n",
    "for l in range(nVerticalLines):\n",
    "    x = [l*dLength+xOff, l*dLength+xOff]\n",
    "    y = [0, 2*gridL]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "for L in range(nHorizontalLines):\n",
    "    x = [0, 2*gridL]\n",
    "    y = [L*dLength+yOff, L*dLength+yOff]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "076d7387-7048-4e41-9245-6d4b38b49a6a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Aug'23 -- revise this paper figure.  Only plot one 25x25 area\n",
    "pixelPoly4 = [Polygon([Point(pixelX[p]-0.5,pixelY[p]-0.5),     Point(pixelX[p]+0.5,pixelY[p]-0.5),\n",
    "                      Point(pixelX[p]+0.5,pixelY[p]+0.5), Point(pixelX[p]-0.5,  pixelY[p]+0.5) ] ) for p in range(nPixels) ]\n",
    "\n",
    "pixelGOP4, pixelX4, pixelY4 = pixelGOP.copy(), pixelX.copy(), pixelY.copy()\n",
    "WIDTH = 17*5\n",
    "xSS = [0,1,1]\n",
    "ySS = [1,0,1]\n",
    "for i in range(3):\n",
    "    for p in range(nPixels):\n",
    "        pixelGOP4.append(pixelGOP[p])  #for some reason, list adds not working\n",
    "        pX = pixelX[p] + xSS[i]*WIDTH\n",
    "        pY = pixelY[p] + ySS[i]*WIDTH\n",
    "        pixelX4.append(pX)\n",
    "        pixelY4.append(pY)\n",
    "        pixelPoly4.append(Polygon([Point(pX-0.5,pY-0.5), Point(pX+0.5,pY-0.5), Point(pX+0.5,pY+0.5), Point(pX-0.5,pY+0.5) ] ) )\n",
    "leftX = 53\n",
    "bottomY = 0\n",
    "\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            redd = min(max( redMin,redMin + redSlope*(pixelGOP4[p]-red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu])\n",
    "mapPoly = Polygon([Point(leftX,bottomY),Point(leftX+WIDTH,bottomY),Point(leftX+WIDTH, bottomY+WIDTH),\n",
    "                   Point(leftX,bottomY+WIDTH) ] )\n",
    "mapPoly = translate(mapPoly, xoff=0, yoff=0)\n",
    "plotPoly(mapPoly)\n",
    "xOff = leftX+5\n",
    "yOff = bottomY+5\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "65129992-521f-4461-8b25-d7514be7348a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotPoly(mapPoly)\n",
    "xOff = leftX+5\n",
    "yOff = bottomY+5\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "d88fa25c-6cfd-4370-b908-391c4155388c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "53 138 0 85\n"
     ]
    }
   ],
   "source": [
    "print(leftX, leftX+WIDTH, bottomY, bottomY+WIDTH)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "0cefb0b7-adf5-41ec-9b35-ea4f6ab63bc8",
   "metadata": {},
   "source": [
    "pt0 = Point(53,0)\n",
    "pt1 = Point(111,0)\n",
    "pt2 = Point(111,5)\n",
    "pt3 = Point(54,5)\n",
    "pt4 = Point(54,4)\n",
    "pt5 = Point(53,4)\n",
    "\n",
    "pt0 = Point(111,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,18)\n",
    "pt3 = Point(128,18)\n",
    "pt4 = Point(128,17)\n",
    "pt5 = Point(111,17)\n",
    "\n",
    "pt0 = Point(111,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,42)\n",
    "pt3 = Point(127,42)\n",
    "pt4 = Point(127,41)\n",
    "pt5 = Point(111,41)\n",
    "\n",
    "pt0 = Point(111,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,66)\n",
    "pt3 = Point(111,66)\n",
    "\n",
    "pt0 = Point(120,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(121,85)\n",
    "pt4 = Point(121,74)\n",
    "pt5 = Point(120,74)\n",
    "\n",
    "pt0 = Point(96, 73)\n",
    "pt1 = Point(121,73)\n",
    "pt2 = Point(121,85)\n",
    "pt3 = Point(97, 85)\n",
    "pt4 = Point(97,75)\n",
    "pt5 = Point(96,75)\n",
    "\n",
    "pt0 = Point(72, 73)\n",
    "pt1 = Point(97,73)\n",
    "pt2 = Point(97,85)\n",
    "pt3 = Point(73, 85)\n",
    "pt4 = Point(73,76)\n",
    "pt5 = Point(72,76)\n",
    "\n",
    "pt0 = Point(53,62)\n",
    "pt1 = Point(55,62)\n",
    "pt2 = Point(55,63)\n",
    "pt3 = Point(73, 63)\n",
    "pt4 = Point(73,85)\n",
    "pt5 = Point(53,85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "1fc4e79b-2092-438b-8afe-c279274a4079",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new poly has area 289.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt0 = Point(53,62)\n",
    "pt1 = Point(55,62)\n",
    "pt2 = Point(55,63)\n",
    "pt3 = Point(73, 63)\n",
    "pt4 = Point(73,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3]).intersection(mapPoly)\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)\n",
    "newPoly = mapPoly  #only use this line for last district\n",
    "for polly in dPoly:\n",
    "    if newPoly.intersects(polly):\n",
    "        newPoly = newPoly.difference(polly)\n",
    "    plotPoly(polly)\n",
    "plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "print(\"new poly has area\",newPoly.area)\n",
    "plotPoly(Point(53,0).buffer(0.3))\n",
    "plt.show()\n",
    "if newPoly.area == 289:\n",
    "    dPoly.append(newPoly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "735ba8cc-8055-44d3-aca3-a377221e6a61",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we have 25 districts in our map.  Saving first set of districts as map1_Polys\n"
     ]
    }
   ],
   "source": [
    "#map1_Polys = dPoly.copy()\n",
    "nDistricts = len(dPoly)\n",
    "print(\"we have\",nDistricts,\"districts in our map.  Saving first set of districts as map1_Polys\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62847700-774f-4b23-8ad7-df6a6bca79a3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "40aa7722-88a3-4f2a-a458-b343474574c5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there are a total of 7225 pixels on the map.  There should be 7225\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nReps, nVoters, rLean = [0.]*nDistricts, [0.]*nDistricts, [0.]*nDistricts\n",
    "nSquares = 0\n",
    "for polly in dPoly:\n",
    "    plotPoly(polly)\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            nSquares +=1\n",
    "            redd = min(max( redMin,redMin + redSlope*(pixelGOP4[p]-red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu])\n",
    "            for d, polly in enumerate(dPoly):\n",
    "                if polly.contains(pixelPoly4[p]): #(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    nReps[d] += pixelGOP4[p]\n",
    "                    nVoters[d] += 1.\n",
    "plt.show()\n",
    "print(\"there are a total of\",nSquares,\"pixels on the map.  There should be\",nDistricts*289)\n",
    "rLean = [nReps[d] / nVoters[d] for d in range(nDistricts)]\n",
    "plt.scatter([d for d in range(nDistricts)], rLean)\n",
    "plt.show()\n",
    "plt.scatter([d for d in range(nDistricts)],nVoters)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "8fe4ed31-828a-4931-9988-b2cdbcbfbf87",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the map GOP is 0.5012039319979238\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mapGOP = 0.\n",
    "for d in range(nDistricts):\n",
    "    redd = min(max( redMin,redMin + redSlope*(rLean[d]-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-rLean[d]) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(rLean[d]-greenCtr) )))\n",
    "    mapGOP += rLean[d]/nDistricts\n",
    "    plotPoly(dPoly[d])\n",
    "    plotCenter(r3(rLean[d]),dPoly[d])\n",
    "    #if rLean[d] < 0.5:\n",
    "    #    fillPlotColor(dPoly[d],[redd,gren, bluu])\n",
    "    #    plotPoly(dPoly[d])\n",
    "plotPoly(mapPoly)\n",
    "print(\"the map GOP is\",mapGOP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fdb69e03-141f-4bc1-bda3-98af2b2d4a1f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "1fb41efd-43b8-4fc5-a2e0-bd8a8e8119f0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now, create a second set of districts\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"now, create a second set of districts\")\n",
    "xOff = leftX+11\n",
    "yOff = bottomY+11\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "8fb95d8e-8b9a-4bc2-9c53-f772b7f5d18a",
   "metadata": {},
   "source": [
    "pt0 = Point(53,0)\n",
    "pt1 = Point(80,0)\n",
    "pt2 = Point(80,3)\n",
    "pt3 = Point(79,3)\n",
    "pt4 = Point(79,11)\n",
    "pt5 = Point(53,11)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(106,0)\n",
    "pt2 = Point(106,6)\n",
    "pt3 = Point(105,6)\n",
    "pt4 = Point(105,11)\n",
    "pt5 = Point(53,11)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(132,0)\n",
    "pt2 = Point(132,9)\n",
    "pt3 = Point(131,9)\n",
    "pt4 = Point(131,11)\n",
    "pt5 = Point(53,11)\n",
    "\n",
    "pt0 = Point(130,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,47)\n",
    "pt3 = Point(137,47)\n",
    "pt4 = Point(137,48)\n",
    "pt5 = Point(130,48)\n",
    "\n",
    "pt0 = Point(121,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(121,85)\n",
    "\n",
    "pt0 = Point(72,0)\n",
    "pt1 = Point(121,0)\n",
    "pt2 = Point(121,85)\n",
    "pt3 = Point(73,85)\n",
    "pt4 = Point(73,80)\n",
    "pt5 = Point(72,80)\n",
    "\n",
    "pt0 = Point(53,63)\n",
    "pt1 = Point(58,63)\n",
    "pt2 = Point(58,64)\n",
    "pt3 = Point(73,64)\n",
    "pt4 = Point(73,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "pt0 = Point(53,38)\n",
    "pt1 = Point(56,38)\n",
    "pt2 = Point(56,37)\n",
    "pt3 = Point(65,37)\n",
    "pt4 = Point(65,85)\n",
    "pt5 = Point(53,85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "dfd6d8cb-97f7-47e0-aa17-274877996237",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new poly has area 289.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt0 = Point(53,38)\n",
    "pt1 = Point(56,38)\n",
    "pt2 = Point(56,37)\n",
    "pt3 = Point(65,37)\n",
    "pt4 = Point(65,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3]).intersection(mapPoly)\n",
    "newPoly = Polygon([pt0, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)\n",
    "plt.show()\n",
    "for polly in dPoly:\n",
    "    if newPoly.intersects(polly):\n",
    "        newPoly = newPoly.difference(polly)\n",
    "    plotPoly(polly)\n",
    "plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "print(\"new poly has area\",newPoly.area)\n",
    "plt.show()\n",
    "if newPoly.area == 289:\n",
    "    dPoly.append(newPoly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "4d4e4a24-a871-46a2-bc68-264f2a276343",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we have 25 districts in our map.  Saving second set of districts as map2_Polys\n"
     ]
    }
   ],
   "source": [
    "#lastPoly = mapPoly\n",
    "#for d in dPoly:\n",
    "#    lastPoly = lastPoly.difference(d)\n",
    "#plotPoly(mapPoly)\n",
    "#plotPoly(lastPoly)\n",
    "#plt.show()\n",
    "#dPoly.append(lastPoly)\n",
    "map2_Polys = dPoly.copy()\n",
    "nDistricts = len(dPoly)\n",
    "print(\"we have\",nDistricts,\"districts in our map.  Saving second set of districts as map2_Polys\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "542fd5fd-a2fc-4ad1-a5c0-d720775b3eea",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "mapPlist = list()  #these are the pixel numbers in our final map.  Using this to save district assignments, blue/red\n",
    "mapX, mapY, mapGOP, plan1D, plan2D = list(), list(), list(), list(), list()\n",
    "# list of each relevant pixel's original x position, Y position, GOP lean, and map plans 1 & 2 district assignments\n",
    "for p in range(nPixels*4):  \n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            mapPlist.append(p)\n",
    "            mapX.append(pixelX4[p])\n",
    "            mapY.append(pixelY4[p])\n",
    "            mapGOP.append(pixelGOP4[p])\n",
    "            for d, polly in enumerate(map1_Polys):\n",
    "                if polly.contains(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    plan1D.append(d)\n",
    "                    break\n",
    "            for d, polly in enumerate(map2_Polys):\n",
    "                if polly.contains(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    plan2D.append(d)\n",
    "                    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "83a8dc3f-c557-4e3e-a690-cdfa6e70ba52",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving these 'square-map' district assignments to a file\n"
     ]
    }
   ],
   "source": [
    "print(\"saving these 'square-map' district assignments to a file\")\n",
    "df = pd.DataFrame( {\"pixelNo\": mapPlist,\"pixelX\":mapX, \"pixelY\":mapY, \"pixelGOP\":mapGOP, \"plan1D\":plan1D, \"plan2D\":plan2D} )\n",
    "outname = \"squareMapPixelData.csv\"\n",
    "outpath = \"../toy_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "5cd47173-e267-4f3a-a1ed-5b0f941e597e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "2d2f64df-3c75-4e54-bd46-592eeb336e88",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here are the stats for map1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nPix = len(mapPlist)\n",
    "nReps, nVoters, rLean = [0.]*nDistricts, [0.]*nDistricts, [0.]*nDistricts\n",
    "print(\"here are the stats for map1\")\n",
    "POLLYS = map1_Polys.copy()\n",
    "for p in range(nPix):\n",
    "    fillPlotLean(Point(mapX[p], mapY[p]).buffer(0.5),mapGOP[p])\n",
    "    d = plan1D[p]\n",
    "    nReps[d] += mapGOP[p]\n",
    "    nVoters[d] += 1.\n",
    "rLean = [nReps[d] / nVoters[d] for d in range(nDistricts)]\n",
    "for polly in POLLYS:\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "for d,polly in enumerate(POLLYS):\n",
    "    plotCenter(r3(rLean[d]),polly)\n",
    "    if rLean[d] < 0.5:\n",
    "        fillPlotColor(polly,\"blue\")\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "plt.scatter([d for d in range(len(rLean))], rLean)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "1478c7b1-bb0b-4224-9cf7-ad97074344de",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here are the stats for map2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e8pPfU2ya3NVRWpAdy2EBQEwRJgAD6Wk2Nda4JSkkUEw9b6xxU28CQEojTACGqgtdatlcJKcjeCrD6bCrZXMRdSYApDyKVgERUF3o0nq3kwqYAOYlwgQQIelpNpWvWBzvYQD4f5S4jx3CBAAg5VDiPrZYMwEASCmUuI89wgQAIGVQ4j4+CBMAgJRBifv4YM0EACBlpHqJ+0RdVEqYAACkjFQucZ/Ii0qZ5gAApIxULXGf6ItKCRMAgJSRiiXuk2FRKWECAJBSUq3EfTIsKmXNBAAg5aRSiftkWFRKmAAApKRUKXGfDItKmeYAACCBJcOiUsIEACQx/4SlU58M6fXuizr1yRCVHVNQMiwqZZoDAJJUItcdQGRNLSq9+r+3M0H+e9ssy0qJGOvz+eRwOOT1epWVlRXv4QBAVE3VHbj6L/Cpf5sm464FXF+0KmCafodyZwIAksz16g7YNFl3YL3bmZS7FzCzRF1UypoJAAhTvNcpJEPdAcwv3JkAgDAkwjqFZKg7gPmFOxMAMEuJ8vsIyVB3APMLYQIAZiGRfh8hGeoOYH4hTCSBeM/PAkisdQrJUHcA8wtrJhJcIszPAki8dQqJXncA8wthIoHNtI98an6WfeRA7CTiOoVU+jErJDfCRIJiHzmQWKbWKQx4R6f9/6VNk3cFYr1OIVHrDmB+Yc1Egkqk+VkArFMAroUwkaASbX4WwG/XKTgdwVMZToedaUfMa0xzJKhEnJ8FwDoFYDqEiQSVqPOzAFinAFyNaY4ExfwsACBZECYSGPOzAIBkwDRHgmN+FgCQ6AgTSYD5WQBAImOaAwAAGCFMAAAAI4QJAABghDABAACMECYAAIARdnPMI/4Jiy2mAICII0zMEx09HjW19wb9EqnLYVdjjZviVwAAI0xzzAMdPR5tbT0b8pPmA95RbW09q44eT5xGBgBIBYSJFOefsNTU3jvtj4VNtTW198o/MV0PAACujzCR4k73DYfckbiSJcnjHdXpvuHYDQoAkFIIEylucGTmIDGXfgAAXI0wkeJyMu3X7xRGPwAArkaYSHGlBdlyOeyaaQOoTZO7OkoLsmM5LABACiFMpLj0NJsaa9ySFBIopp431ripNwEAmDPCxDxQXehSy+YiOR3BUxlOh10tm4uoMwEAMELRqnmiutCl9W4nFTABABFHmJhH0tNsKl+xON7DAACkGKY5AACAEcIEAAAwQpgAAABGCBMAAMAIYQIAABiZU5jYs2ePCgoKZLfbVVxcrOPHj8/Y991335XNZgt5fPzxx0H9Dh48KLfbrYyMDLndbh06dGguQwMAADEWdphoa2tTfX29duzYoa6uLt1+++3asGGD+vv7r3ncuXPn5PF4Ao+VK1cGXjt16pRqa2tVV1enDz/8UHV1ddq0aZM++OCD8N8RAACIKZtlWVY4B6xdu1ZFRUVqaWkJtK1Zs0YbN25Uc3NzSP93331Xf/iHf6j/+q//0he/+MVpz1lbWyufz6c333wz0FZdXa0bb7xRBw4cmNW4fD6fHA6HvF6vsrKywnlLAADMa6bfoWHdmRgfH9eZM2dUVVUV1F5VVaWTJ09e89hbb71VLpdL69at0zvvvBP02qlTp0LOedddd13znGNjY/L5fEEPAAAQe2GFiUuXLsnv9ys3NzeoPTc3VwMDA9Me43K5tHfvXh08eFCvvvqqVq1apXXr1unYsWOBPgMDA2GdU5Kam5vlcDgCj7y8vHDeCgAAiJA5ldO22YJ/z8GyrJC2KatWrdKqVasCz8vLy3XhwgU9++yzuuOOO+Z0Tknavn27GhoaAs99Ph+BAgCAOAjrzsSSJUuUnp4ecsdgcHAw5M7CtZSVlen8+fOB506nM+xzZmRkKCsrK+gBAABiL6wwsXDhQhUXF6uzszOovbOzUxUVFbM+T1dXl1yu3/7sdXl5ecg5jx49GtY5AQBAfIQ9zdHQ0KC6ujqVlJSovLxce/fuVX9/v7Zs2SJpcvrh4sWL2r9/vyTp+eef11e+8hXdfPPNGh8fV2trqw4ePKiDBw8GzvnYY4/pjjvu0DPPPKN77rlHr7/+ut566y2dOHEiQm8TAABES9hhora2VkNDQ9q5c6c8Ho8KCwt15MgR5efnS5I8Hk9QzYnx8XE9/vjjunjxohYtWqSbb75Zb7zxhr75zW8G+lRUVOiVV17RE088oSeffFIrVqxQW1ub1q5dG4G3CAAAoinsOhOJijoTAADMTUzrTAAAAFyNMAEAAIwQJgAAgBHCBAAAMEKYAAAARggTAADACGECAAAYIUwAAAAjhAkAAGCEMAEAAIwQJgAAgBHCBAAAMEKYAAAARggTAADACGECAAAYIUwAAAAjhAkAAGCEMAEAAIwQJgAAgBHCBAAAMEKYAAAARggTAADACGECAAAYIUwAAAAjhAkAAGCEMAEAAIwQJgAAgBHCBAAAMEKYAAAARggTAADACGECAAAYIUwAAAAjhAkAAGCEMAEAAIwQJgAAgJEF8R4AgN/yT1g63TeswZFR5WTaVVqQrfQ0W7yHBQDXRJgAEkRHj0dN7b3yeEcDbS6HXY01blUXuuI4MgC4NqY5gATQ0ePR1tazQUFCkga8o9raelYdPZ44jQwAro8wAcSZf8JSU3uvrGlem2prau+Vf2K6HgAQf4QJIM5O9w2H3JG4kiXJ4x3V6b7h2A0KAMJAmADibHBk5iAxl34AEGuECSDOcjLtEe0HALFGmADirLQgWy6HXTNtALVpcldHaUF2LIcFALNGmADiLD3NpsYatySFBIqp5401bupNAEhYhAkgAVQXutSyuUhOR/BUhtNhV8vmIupMAEhoFK0CEkR1oUvr3U4qYCIuqL4KE4QJIIGkp9lUvmJxvIeBeYbqqzDFNAcAzGNUX0UkECYAYJ6i+ioihTABAPMU1VcRKYQJAJinqL6KSCFMAMA8RfVVRAphAgDmKaqvIlIIEwAwT1F9FZFCmACAeYzqq4gEilYBwDxH9VWYIkwAAKi+CiNMcwAAACOECQAAYIQwAQAAjBAmAACAERZgIi78ExYrxwEgRRAmEHMdPR41tfcG/cCQy2FXY42bPe0AkISY5kBMdfR4tLX1bMgvFQ54R7W19aw6ejxxGhkAYK4IE4gZ/4SlpvZeWdO8NtXW1N4r/8R0PQAAiYowgZg53TccckfiSpYkj3dUp/uGYzcoAIAxwgRiZnBk5iAxl34AgMRAmEDM5GTar98pjH4AgMRAmEDMlBZky+Wwh/zU8RSbJnd1lBZkx3JYAABDhAnETHqaTY01bkkKCRRTzxtr3NSbAIAkM6cwsWfPHhUUFMhut6u4uFjHjx+f1XE/+9nPtGDBAn3ta18Lat+3b59sNlvIY3SUufNUU13oUsvmIjkdwVMZToddLZuLqDMBAEko7KJVbW1tqq+v1549e1RZWakXX3xRGzZsUG9vr5YvXz7jcV6vVw888IDWrVunX//61yGvZ2Vl6dy5c0Ftdjtz56moutCl9W4nFTABIEXYLMsKa1P/2rVrVVRUpJaWlkDbmjVrtHHjRjU3N8943H333aeVK1cqPT1dr732mrq7uwOv7du3T/X19fr8889nPY6xsTGNjY0Fnvt8PuXl5cnr9SorKyuctwQAwLzm8/nkcDjm/B0a1jTH+Pi4zpw5o6qqqqD2qqoqnTx5csbjXnrpJX3yySdqbGycsc/ly5eVn5+vZcuW6e6771ZXV9c1x9Lc3CyHwxF45OXlhfNWAABAhIQVJi5duiS/36/c3Nyg9tzcXA0MDEx7zPnz57Vt2za9/PLLWrBg+lmV1atXa9++fTp8+LAOHDggu92uyspKnT9/fsaxbN++XV6vN/C4cOFCOG8FAABEyJx+6MtmC57btiwrpE2S/H6/7r//fjU1Nemmm26a8XxlZWUqKysLPK+srFRRUZFeeOEF7dq1a9pjMjIylJGRMZfhAwCACAorTCxZskTp6ekhdyEGBwdD7lZI0sjIiH7xi1+oq6tLjzzyiCRpYmJClmVpwYIFOnr0qO68886Q49LS0nTbbbdd884EAABIDGFNcyxcuFDFxcXq7OwMau/s7FRFRUVI/6ysLH300Ufq7u4OPLZs2aJVq1apu7tba9eunfbPsSxL3d3dcrnYJggAQKILe5qjoaFBdXV1KikpUXl5ufbu3av+/n5t2bJF0uRahosXL2r//v1KS0tTYWFh0PE5OTmy2+1B7U1NTSorK9PKlSvl8/m0a9cudXd3a/fu3YZvDwAARFvYYaK2tlZDQ0PauXOnPB6PCgsLdeTIEeXn50uSPB6P+vv7wzrn559/roceekgDAwNyOBy69dZbdezYMZWWloY7PAAAEGNh15lIVKZ7ZAEAmK9iWmcCAADgaoQJAABghDABAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGCFMAAAAI4QJAABghDABAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGCFMAAAAI4QJAABghDABAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGFkQ7wEASG3+CUun+4Y1ODKqnEy7SguylZ5mi/ewAEQQYQJA1HT0eNTU3iuPdzTQ5nLY1VjjVnWhK44jAxBJTHMAiIqOHo+2tp4NChKSNOAd1dbWs+ro8cRpZAAijTABIOL8E5aa2ntlTfPaVFtTe6/8E9P1AJBsCBMAIu5033DIHYkrWZI83lGd7huO3aAARA1hAkDEDY7MHCTm0g9AYiNMAIi4nEx7RPsBSGyECQARV1qQLZfDrpk2gNo0uaujtCA7lsMCECWECQARl55mU2ONW5JCAsXU88YaN/UmgBRBmAAQFdWFLrVsLpLTETyV4XTY1bK5KC51JvwTlk59MqTXuy/q1CdD7CYBIoSiVQCiprrQpfVuZ0JUwKSAFhA9NsuyUiKa+3w+ORwOeb1eZWVlxXs4ABLIVAGtq/+ym4o08bpTAiQK0+9QpjkApDQKaAHRR5gAkNIooAVEH2ECQEqjgBYQfYQJACmNAlpA9BEmAKQ0CmgB0UeYAJDSKKAFRB9hAkDKS8QCWkAqoWgVgHkhkQpoAamGMAFg3khPs6l8xeJ4DwNIOUxzAAAAI4QJAABghDABAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGCFMAAAAI4QJAABghDABAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGCFMAAAAIwviPYBE5Z+wdLpvWIMjo8rJtKu0IFvpabZ4DwsAgIRDmJhGR49HTe298nhHA20uh12NNW5VF7riODIAABIP0xxX6ejxaGvr2aAgIUkD3lFtbT2rjh5PnEYGAEBiIkxcwT9hqam9V9Y0r021NbX3yj8xXQ8AAOYnwsQVTvcNh9yRuJIlyeMd1em+4dgNCgCABEeYuMLgyMxBYi79AACYDwgTV8jJtEe0HwAA88GcwsSePXtUUFAgu92u4uJiHT9+fFbH/exnP9OCBQv0ta99LeS1gwcPyu12KyMjQ263W4cOHZrL0IyUFmTL5bBrpg2gNk3u6igtyI7lsAAASGhhh4m2tjbV19drx44d6urq0u23364NGzaov7//msd5vV498MADWrduXchrp06dUm1trerq6vThhx+qrq5OmzZt0gcffBDu8Iykp9nUWOOWpJBAMfW8scZNvQkAAK5gsywrrK0Ja9euVVFRkVpaWgJta9as0caNG9Xc3Dzjcffdd59Wrlyp9PR0vfbaa+ru7g68VltbK5/PpzfffDPQVl1drRtvvFEHDhyY1bh8Pp8cDoe8Xq+ysrLCeUshqDMBAJhPTL9DwypaNT4+rjNnzmjbtm1B7VVVVTp58uSMx7300kv65JNP1Nraqqeffjrk9VOnTul73/teUNtdd92l559/fsZzjo2NaWxsLPDc5/PN8l1cX3WhS+vdTipgAgAwC2GFiUuXLsnv9ys3NzeoPTc3VwMDA9Mec/78eW3btk3Hjx/XggXT/3EDAwNhnVOSmpub1dTUFM7ww5KeZlP5isVROz8AAKliTgswbbbgf6FblhXSJkl+v1/333+/mpqadNNNN0XknFO2b98ur9cbeFy4cCGMdwAAACIlrDsTS5YsUXp6esgdg8HBwZA7C5I0MjKiX/ziF+rq6tIjjzwiSZqYmJBlWVqwYIGOHj2qO++8U06nc9bnnJKRkaGMjIxwhg8AAKIgrDsTCxcuVHFxsTo7O4PaOzs7VVFREdI/KytLH330kbq7uwOPLVu2aNWqVeru7tbatWslSeXl5SHnPHr06LTnBAAAiSXsXw1taGhQXV2dSkpKVF5err1796q/v19btmyRNDn9cPHiRe3fv19paWkqLCwMOj4nJ0d2uz2o/bHHHtMdd9yhZ555Rvfcc49ef/11vfXWWzpx4oTh2wMAANEWdpiora3V0NCQdu7cKY/Ho8LCQh05ckT5+fmSJI/Hc92aE1erqKjQK6+8oieeeEJPPvmkVqxYoba2tsCdCwAAkLjCrjORqCJZZwIAgPnE9DuU3+YAAABGCBMAAMAIYQIAABghTAAAACOECQAAYIQwAQAAjBAmAACAEcIEAAAwQpgAAABGCBMAAMAIYQIAABghTAAAACOECQAAYIQwAQAAjBAmAACAEcIEAAAwQpgAAABGCBMAAMAIYQIAABghTAAAACOECQAAYIQwAQAAjBAmAACAEcIEAAAwQpgAAABGCBMAAMAIYQIAABhZEO8BAEhc/glLp/uGNTgyqpxMu0oLspWeZov3sAAkGMIEgGl19HjU1N4rj3c00OZy2NVY41Z1oSuOIwOQaJjmABCio8ejra1ng4KEJA14R7W19aw6ejxxGhmARESYABDEP2Gpqb1X1jSvTbU1tffKPzFdDwDzEWECQJDTfcMhdySuZEnyeEd1um84doMCkNAIEwCCDI7MHCTm0g9A6iNMAAiSk2mPaD8AqY/dHACClBZky+Wwa8A7Ou26CZskp2Nym2gssU0VSFyECQBB0tNsaqxxa2vrWdmkoEAx9dXdWOOO6Rc521SBxMY0B4AQ1YUutWwuktMRPJXhdNjVsrkopl/gbFMFEh93JgBMq7rQpfVuZ1ynFq63TdWmyW2q691OpjyAOCJMAJhReppN5SsWx+3PD2ebajzHCcx3THMASFhsUwWSA2ECQMJimyqQHAgTABLW1DbVmVZD2DS5qyPW21QBBCNMAEhYU9tUJYUEinhtUwUQijABIKEl0jZVANNjNweAhJcI21QBzIwwASApxHubKoCZMc0BAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGCFMAAAAI4QJAABghDABAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGCFMAAAAI4QJAABghDABAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhAgAAGCFMAAAAI4QJAABgZE5hYs+ePSooKJDdbldxcbGOHz8+Y98TJ06osrJSixcv1qJFi7R69Wr97d/+bVCfffv2yWazhTxGR0fnMjwAABBDC8I9oK2tTfX19dqzZ48qKyv14osvasOGDert7dXy5ctD+t9www165JFH9Pu///u64YYbdOLECX33u9/VDTfcoIceeijQLysrS+fOnQs61m63z+EtAQCAWLJZlmWFc8DatWtVVFSklpaWQNuaNWu0ceNGNTc3z+oc9957r2644Qb90z/9k6TJOxP19fX6/PPPwxlKEJ/PJ4fDIa/Xq6ysrDmfBwCA+cb0OzSsaY7x8XGdOXNGVVVVQe1VVVU6efLkrM7R1dWlkydP6hvf+EZQ++XLl5Wfn69ly5bp7rvvVldX1zXPMzY2Jp/PF/QAAACxF1aYuHTpkvx+v3Jzc4Pac3NzNTAwcM1jly1bpoyMDJWUlOjhhx/Wt7/97cBrq1ev1r59+3T48GEdOHBAdrtdlZWVOn/+/Izna25ulsPhCDzy8vLCeStAgH/C0qlPhvR690Wd+mRI/omwbtYBwLwX9poJSbLZbEHPLcsKabva8ePHdfnyZb3//vvatm2bfu/3fk/f+ta3JEllZWUqKysL9K2srFRRUZFeeOEF7dq1a9rzbd++XQ0NDYHnPp+PQIGwdfR41NTeK4/3t4t9XQ67Gmvcqi50xXFkAJA8wgoTS5YsUXp6eshdiMHBwZC7FVcrKCiQJN1yyy369a9/raeeeioQJq6Wlpam22677Zp3JjIyMpSRkRHO8IEgHT0ebW09q6vvQwx4R7W19axaNhcRKABgFsKa5li4cKGKi4vV2dkZ1N7Z2amKiopZn8eyLI2NjV3z9e7ubrlc/EWO6PBPWGpq7w0JEpICbU3tvUx5AMAshD3N0dDQoLq6OpWUlKi8vFx79+5Vf3+/tmzZImly+uHixYvav3+/JGn37t1avny5Vq9eLWmy7sSzzz6rRx99NHDOpqYmlZWVaeXKlfL5fNq1a5e6u7u1e/fuSLxHIMTpvuGgqY2rWZI83lGd7htW+YrFsRsYACShsMNEbW2thoaGtHPnTnk8HhUWFurIkSPKz8+XJHk8HvX39wf6T0xMaPv27err69OCBQu0YsUK/eAHP9B3v/vdQJ/PP/9cDz30kAYGBuRwOHTrrbfq2LFjKi0tjcBbBEINjsyuINps+wHAfBZ2nYlERZ0JhOPUJ0P61o/fv26/A98p484EgJQX0zoTQKooLciWy2HXTHuQbJrc1VFakB3LYQFAUiJMYF5KT7OpscYtSSGBYup5Y41b6WnX3vIMACBMYB6rLnSpZXORnI7g34BxOuxsCwWAMMypaBWQKqoLXVrvdup037AGR0aVkzk5tcEdCQCYPcIE5r30NBuLLAHAANMcAADACGECAAAYIUwAAAAjhAkAAGCEMAEAAIwQJgAAgBHCBAAAMEKYAAAARggTAADACGECAAAYIUwAAAAjhAkAAGCEMAEAAIykzK+GWpYlSfL5fHEeCQAAyWXqu3PquzRcKRMmRkZGJEl5eXlxHgkAAMlpZGREDocj7ONs1lxjSIKZmJjQZ599pszMTNlstoic0+fzKS8vTxcuXFBWVlZEzonf4vpGF9c3uri+0cX1ja6rr69lWRoZGdHSpUuVlhb+CoiUuTORlpamZcuWReXcWVlZfJijiOsbXVzf6OL6RhfXN7quvL5zuSMxhQWYAADACGECAAAYIUxcQ0ZGhhobG5WRkRHvoaQkrm90cX2ji+sbXVzf6Ir09U2ZBZgAACA+uDMBAACMECYAAIARwgQAADBCmAAAAEYIEwAAwAhhYgZ79uxRQUGB7Ha7iouLdfz48XgPKWU89dRTstlsQQ+n0xnvYSWtY8eOqaamRkuXLpXNZtNrr70W9LplWXrqqae0dOlSLVq0SH/wB3+gX/7yl/EZbBK63vX90z/905DPc1lZWXwGm2Sam5t12223KTMzUzk5Odq4caPOnTsX1IfP79zN5vpG6vNLmJhGW1ub6uvrtWPHDnV1den222/Xhg0b1N/fH++hpYybb75ZHo8n8Pjoo4/iPaSk9Zvf/EZf/epX9aMf/Wja13/4wx/queee049+9CP9/Oc/l9Pp1Pr16wM/jodru971laTq6uqgz/ORI0diOMLk9d577+nhhx/W+++/r87OTv3v//6vqqqq9Jvf/CbQh8/v3M3m+koR+vxaCFFaWmpt2bIlqG316tXWtm3b4jSi1NLY2Gh99atfjfcwUpIk69ChQ4HnExMTltPptH7wgx8E2kZHRy2Hw2H93d/9XRxGmNyuvr6WZVkPPvigdc8998RlPKlmcHDQkmS99957lmXx+Y20q6+vZUXu88udiauMj4/rzJkzqqqqCmqvqqrSyZMn4zSq1HP+/HktXbpUBQUFuu+++/Tpp5/Ge0gpqa+vTwMDA0Gf54yMDH3jG9/g8xxB7777rnJycnTTTTfpO9/5jgYHB+M9pKTk9XolSdnZ2ZL4/Eba1dd3SiQ+v4SJq1y6dEl+v1+5ublB7bm5uRoYGIjTqFLL2rVrtX//fv30pz/Vj3/8Yw0MDKiiokJDQ0PxHlrKmfrM8nmOng0bNujll1/W22+/rb/5m7/Rz3/+c915550aGxuL99CSimVZamho0Ne//nUVFhZK4vMbSdNdXylyn9+U+QnySLPZbEHPLcsKacPcbNiwIfC/b7nlFpWXl2vFihX6x3/8RzU0NMRxZKmLz3P01NbWBv53YWGhSkpKlJ+frzfeeEP33ntvHEeWXB555BH967/+q06cOBHyGp9fczNd30h9frkzcZUlS5YoPT09JPUODg6GpGNExg033KBbbrlF58+fj/dQUs7ULhk+z7HjcrmUn5/P5zkMjz76qA4fPqx33nlHy5YtC7Tz+Y2Mma7vdOb6+SVMXGXhwoUqLi5WZ2dnUHtnZ6cqKiriNKrUNjY2pl/96ldyuVzxHkrKKSgokNPpDPo8j4+P67333uPzHCVDQ0O6cOECn+dZsCxLjzzyiF599VW9/fbbKigoCHqdz6+Z613f6cz188s0xzQaGhpUV1enkpISlZeXa+/everv79eWLVviPbSU8Pjjj6umpkbLly/X4OCgnn76afl8Pj344IPxHlpSunz5sv793/898Lyvr0/d3d3Kzs7W8uXLVV9fr+9///tauXKlVq5cqe9///v6nd/5Hd1///1xHHXyuNb1zc7O1lNPPaU//uM/lsvl0n/8x3/or//6r7VkyRL90R/9URxHnRwefvhh/fM//7Nef/11ZWZmBu5AOBwOLVq0SDabjc+vgetd38uXL0fu82u8HyRF7d6928rPz7cWLlxoFRUVBW2lgZna2lrL5XJZX/jCF6ylS5da9957r/XLX/4y3sNKWu+8844lKeTx4IMPWpY1ub2usbHRcjqdVkZGhnXHHXdYH330UXwHnUSudX3/+7//26qqqrK+9KUvWV/4whes5cuXWw8++KDV398f72EnhemuqyTrpZdeCvTh8zt317u+kfz82v7/DwQAAJgT1kwAAAAjhAkAAGCEMAEAAIwQJgAAgBHCBAAAMEKYAAAARggTAADACGECAAAYIUwAAAAjhAkAAGCEMAEAAIz8H0IjnOzmSyA1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nPix = len(mapPlist)\n",
    "nReps, nVoters, rLean = [0.]*nDistricts, [0.]*nDistricts, [0.]*nDistricts\n",
    "print(\"here are the stats for map2\")\n",
    "POLLYS = map2_Polys.copy()\n",
    "for p in range(nPix):\n",
    "    fillPlotLean(Point(mapX[p], mapY[p]).buffer(0.5),mapGOP[p])\n",
    "    d = plan2D[p]\n",
    "    nReps[d] += mapGOP[p]\n",
    "    nVoters[d] += 1.\n",
    "rLean = [nReps[d] / nVoters[d] for d in range(nDistricts)]\n",
    "for polly in POLLYS:\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "for d,polly in enumerate(POLLYS):\n",
    "    plotCenter(r3(rLean[d]),polly)\n",
    "    if rLean[d] < 0.5:\n",
    "        fillPlotColor(polly,\"blue\")\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "plt.scatter([d for d in range(len(rLean))], rLean)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "42e4a537-6480-40d9-b0cc-22803ad2e045",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now define a 'map2B' where map2's first two columns are shifted down by 7 and 4, 4th column shifted down by 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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WycnJ8vPj37g1KioqdPr0add0QUGB8vPzFRERoT59+ujixYsqLCzUuXPnJEknTpyQJMXExHTKo947gyvdpxEREUpNTdX3vvc9xcbG6sMPP9QTTzyhnj176rvf/a6JqZu6mLNKr39yRHv27FGvXr1c8z/b5kVFRU2KS3FxcbNRAm/FMQLoUJ988olmzZqlgQMH6rbbbtOBAwe0fft2TZw40exoXu3NN99UYWGhHnjgAbOjeJ1Dhw4pPj5e8fHxkqSUlBTFx8fr5z//uSRp27Ztio+Pd420TJ8+XfHx8Vq1apVpmTu7K92nvr6+OnbsmO666y4NGDBAycnJGjBggN566y2FhoaanPzSO/uLOdmqOrlP2/7yV8XFxTVZHhcXp5iYGNf3dUiXPq2Tm5ur0aNHezpuh+CtBDrUmjVrzI7QJSUmJsowDLNjeKWEhIQr3nezZ8/mUxit1NJ9umPHDg+maZ3//Okjqji+S1FTf6Zu3UJdxwSEh4crKChINptNixYtUlpamvr376/+/fsrLS1NwcHBmjFjhsnp3YMiAACwrDVr/luS9MkrSzTwlSWu+WvXrnUVwkcffVTV1dWaO3eu6wuF3njjjU4xouEOFAEAgGX9q7RCw9J2SZLeeSJB4WEhzdax2WxKTU1VamqqZ8N5CMcIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAszM/sAF2F0+lUVXmJR2+zquKi7HWGav09erMAgC6EIuAGTqdTb37nm+r9YaXHb/sPkv7ZSzK+a3j8tgEA3o9dA25QVV5iSgn4zKCPpMB6024eAODFGBFws55//4uCuvXwyG01lpTo3B2TJUk2m80jtwkA6FooAm4W1K2HuoVHeuS2Gho8cjMAgC7MEkXAMAyFVV7ah15ZdkFOv2q3/v7qCs8eJAgAgLtYogg4L5bov59vlCR9+nxih95WTWO1unXoLQAA4D6WOFgw0C/QI7fzz16SAj1zWwAAuIMlRgR8g4Jc13vtypHtC9PuUtNYrWsCAxUZ5JnjAwAAcAdLFAF94Yj6kLAI+QQHu/0m2B0AAPBG1igCXZXx+ZcIVZZdlC9bs91qy8s+v15VK7n5wFKrqa+sUcC/r1dXlqvBGnsjO1R95eeP0aryKvmL3ZHtUVVh3nfAdBa8dHixxurPX6TOJU0xMUnXUWO3S9+9W5L029XZ5obpAoKNKj367wG58Oyh5obpIirr/SXdLEn675T/MDdMF1Bv85P6/UTSpU+YWRH13IvVNNSYHaHr8eXEDe7ECID7NRgBLa+EtrFZ872xNf/qLsKnx+ffYBj55lYFh3KgYntVVVVo5nOnJUmRj9yo4BCO/miPyvJaDX/uRknS9kUTFdKNF7H2qiqvlf0Xb0uSvv+L0QoLtZucyLuVVtRp1fP7JFn3G1opAl7siw/a4NBIj32jYVdm8wtQ3b/3atu7BSowxP2fMLGSBvnogsIlSUHdwhTcjRet9qo3amXzuXTAc1BYiIIpAu1Sb9FRgC9i3A4AAAujCAAAYGEUAQAALKzVReDjjz/Wfffdp8jISAUHB+umm25SXl6ea7lhGEpNTZXD4VBQUJASEhJ0/Phxt4YGAADu0aoiUFJSojFjxsjf31+vv/663nvvPT377LPq3r27a50VK1YoIyNDWVlZOnjwoGJiYjRx4kSVl5e7OzsAAGinVh0uuXz5cvXu3Vtr1651zevXr5/rumEYyszM1NKlSzV16lRJ0rp16xQdHa0NGzZozpw57kkNAADcolUjAtu2bdOIESN0zz33KCoqSvHx8XrxxRddywsKClRUVKTExM9P9Wu32zVu3Djt27fvsr+ztrZWZWVlTS4AAMAzWlUEPvjgA2VnZ6t///7asWOHHnroIS1cuFAvv/yyJKmoqEiSFB0d3eTnoqOjXcu+LD09XeHh4a5L79692/J3AACANmhVEXA6nfrGN76htLQ0xcfHa86cOfrJT36i7Oym38n+5W9nMgzjK7+xacmSJSotLXVdzp4928o/AQAAtFWrikBsbKxuuOGGJvOuv/56FRYWSpJiYmIkqdm7/+Li4majBJ+x2+0KCwtrcgEAAJ7RqiIwZswYnThxosm8kydPqm/fvpKkuLg4xcTEKCcnx7W8rq5Oubm5Gj16tBviAgAAd2rVpwYeeeQRjR49WmlpaZo2bZrefvttrV69WqtXr5Z0aZfAokWLlJaWpv79+6t///5KS0tTcHCwZsyY0SF/AAAAaLtWFYGRI0dq8+bNWrJkiZ566inFxcUpMzNTM2fOdK3z6KOPqrq6WnPnzlVJSYlGjRqlN954Q6GhoW4PDwAA2qfVp1268847deedd37lcpvNptTUVKWmprYnFwAA8ADONQAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIoAOlZ6erpEjRyo0NFRRUVG6++67deLECbNjeb2PP/5Y9913nyIjIxUcHKybbrpJeXl5ZsfyCrt379bkyZPlcDhks9m0ZcuWJssNw1BqaqocDoeCgoKUkJCg48ePmxPWS7R0n37RnDlzZLPZlJmZ6bF8uDKKADpUbm6u5s2bp/379ysnJ0cNDQ1KTExUZWWl2dG8VklJicaMGSN/f3+9/vrreu+99/Tss8+qe/fuZkfzCpWVlRo2bJiysrIuu3zFihXKyMhQVlaWDh48qJiYGE2cOFHl5eUeTuo9WrpPP7NlyxYdOHBADofDQ8lwNfzMDoCubfv27U2m165dq6ioKOXl5enWW281KZV3W758uXr37q21a9e65vXr18+8QF4mKSlJSUlJl11mGIYyMzO1dOlSTZ06VZK0bt06RUdHa8OGDZozZ44no3qNK92nn/n44481f/587dixQ5MmTfJQMlwNRgTgUaWlpZKkiIgIk5N4r23btmnEiBG65557FBUVpfj4eL344otmx+oSCgoKVFRUpMTERNc8u92ucePGad++fSYm825Op1OzZs3S4sWLNXjwYLPj4EsoAvAYwzCUkpKisWPHasiQIWbH8VoffPCBsrOz1b9/f+3YsUMPPfSQFi5cqJdfftnsaF6vqKhIkhQdHd1kfnR0tGsZWm/58uXy8/PTwoULzY6Cy2DXADxm/vz5Onr0qPbu3Wt2FK/mdDo1YsQIpaWlSZLi4+N1/PhxZWdn6/777zc5Xddgs9maTBuG0Wwerk5eXp6ee+45HT58mPuwk2JEAB6xYMECbdu2TTt37lSvXr3MjuPVYmNjdcMNNzSZd/3116uwsNCkRF1HTEyMJDV7919cXNxslABXZ8+ePSouLlafPn3k5+cnPz8/nTlzRj/96U85tqWToAigQxmGofnz52vTpk36xz/+obi4OLMjeb0xY8Y0+wjmyZMn1bdvX5MSdR1xcXGKiYlRTk6Oa15dXZ1yc3M1evRoE5N5r1mzZuno0aPKz893XRwOhxYvXqwdO3aYHQ9i1wA62Lx587RhwwZt3bpVoaGhrnda4eHhCgoKMjmdd3rkkUc0evRopaWladq0aXr77be1evVqrV692uxoXqGiokKnT592TRcUFCg/P18RERHq06ePFi1apLS0NPXv31/9+/dXWlqagoODNWPGDBNTd24t3aeRkZFN1vf391dMTIwGDhzo6ai4DIoAOlR2drYkKSEhocn8tWvXavbs2Z4P1AWMHDlSmzdv1pIlS/TUU08pLi5OmZmZmjlzptnRvMKhQ4c0fvx413RKSookKTk5WS+99JIeffRRVVdXa+7cuSopKdGoUaP0xhtvKDQ01KzInV5L9yk6N4oAOpRhGGZH6JLuvPNO3XnnnWbH8EoJCQlXfFzabDalpqYqNTXVc6G8XEv36Zd9+OGHHRcGrcYxAgAAWBhFAAAAC6MIAABgYRQBAAAsjCLQDldzit3U1FQNGjRIISEh6tGjhyZMmKADBw6YlBgAgKYoAu1wNafYHTBggLKysnTs2DHt3btX/fr1U2Jiov7v//7PxOQAAFzCxwfb4WpOsfvlLyHJyMjQmjVrdPToUd12220eywoAwOUwIuBGLZ1it66uTqtXr1Z4eLiGDRvmyWgAAFwWIwJucqVT7L722muaPn26qqqqFBsbq5ycHPXs2dOkpAAAfI4RATf57BS7r7zySrNl48ePV35+vvbt26c77rhD06ZNU3FxsQkpAQBoiiLgBi2dYjckJERf//rXdfPNN2vNmjXy8/PTmjVrTEgKAEBT7BpoB8MwtGDBAm3evFm7du266lPsGoah2traDk4HAEDLKALt0NIpdisrK7Vs2TJNmTJFsbGxunDhglauXKmPPvpI99xzj8npAQCgCLRLS6fY9fX11T//+U+tW7dOn376qSIjIzVy5Ejt2bNHgwcPNiExAABNUQTaoaXTbgYGBmrTpk0eSgMAQOtxsCAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwvlAIAABJF2rqVdeBr4qRdn/5+HS+998UAQCAZX3xG2K//Wxuh95WcM9AvZsyvtOVgc6VBgAAT/L1kbN7gEduqurTGl2orffIbbUGIwIAAMuy2Wyq+2ZPqdHQvm8MUmiwr9tv42J1vW5f0bGjDe1BEQAAWJvNJvnZFBnkr/Agf7PTeBxFAAAAD7lYfWnXQHVdo8lJPkcRAADAQy63i6ClU9p3NA4WBACgA0Xa/RXcM/Cyy5zdA2T42jycqClGBAAA6EA+Pj56N2V8k08MVDc69c233pd8bbLZKAIAAHRpPj4+uibI7pqubGyU/DrHoHznSAEAAExBEQAAwMIoAgAAWBhFAAAAC6MIAABgYXxqoIuoqbkgH39zv5SiK6iurnRdryuvln8jXbk96io+/7jUhZp6Vbv/a9wtp7y6znW9rrRCtQ11V1gbLampaXBdN2TN51CKgBeraahyXb9j21TVBpj7WdSuILy+mzZqhSSpMvOEKltYH1d2UU7X9XG/6bwnXfEmwY2G5ilYkvT/nn7H5DTer9Juk+7uIUmqanSqu7lxTMHbHW/WUG12gi7Hr5Ey5U41PMO4XUBj5zuNbVfh21hrdgRTMCLgxXoE9ND//fv6rjs3ySc8wtQ8XUFd2UWtf+RnkqQf/iZD/qE9TE7k3QKqqlSTXyhJ+p+RX1dY8OW/ZhVXr7K8QqW33SFJ6vW3berWrZvJibxbeVWlMk4WSZKCfa2574oi4MW++LWUwUER8gnuaWKarsG/waZa56VdLgGhQfIPCzE5kXez+9ok+6Un156B/gr/wjeroW0CG+pUXV8hSQro3k320FCTE3m3er/Pn0etOh7IwB0AABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMLaVQTS09Nls9m0aNEi1zzDMJSamiqHw6GgoCAlJCTo+PHj7c0JAAA6QJuLwMGDB7V69WrdeOONTeavWLFCGRkZysrK0sGDBxUTE6OJEyeqvLy83WEBAIB7takIVFRUaObMmXrxxRfVo0cP13zDMJSZmamlS5dq6tSpGjJkiNatW6eqqipt2LDBbaEBAIB7tKkIzJs3T5MmTdKECROazC8oKFBRUZESExNd8+x2u8aNG6d9+/Zd9nfV1taqrKysyQUAAHiGX2t/YOPGjTp8+LAOHjzYbFlRUZEkKTo6usn86OhonTlz5rK/Lz09Xb/85S9bGwMAALhBq0YEzp49q4cffljr169XYGDgV65ns9maTBuG0WzeZ5YsWaLS0lLX5ezZs62JBAAA2qFVIwJ5eXkqLi7W8OHDXfMaGxu1e/duZWVl6cSJE5IujQzExsa61ikuLm42SvAZu90uu93eluwAAKCdWjUicNttt+nYsWPKz893XUaMGKGZM2cqPz9f1157rWJiYpSTk+P6mbq6OuXm5mr06NFuDw8AANqnVSMCoaGhGjJkSJN5ISEhioyMdM1ftGiR0tLS1L9/f/Xv319paWkKDg7WjBkz3JcaAAC4RasPFmzJo48+qurqas2dO1clJSUaNWqU3njjDYWGhrr7pgAAQDu1uwjs2rWrybTNZlNqaqpSU1Pb+6sBAEAH41wDAABYmGWKgCGp0SdAtaUVqi0pb/XF6XSa/Sd4rd27d2vy5MlyOByy2WzasmWL2ZG8Wmpqqmw2W5NLTEyM2bG8Wnl5uRYtWqS+ffsqKChIo0ePvux3peDyWvofT01N1aBBgxQSEqIePXpowoQJOnDggDlh0YzbjxHojAzD0OH4FJWGX6fcX77bpt/Ro6FI01dPl4+PZbqT21RWVmrYsGH64Q9/qO9973tmx+kSBg8erDfffNM17evra2Ia7/fjH/9Y7777rv7whz/I4XBo/fr1mjBhgt577z197WtfMztep9fS//iAAQOUlZWla6+9VtXV1frtb3+rxMREnT59Wtdcc40JifFFligCjb52lYZf167fUeIXo/rSStl7cNBjayUlJSkpKcnsGF2Kn58fowBuUl1drT//+c/aunWrbr31VkmX3sFu2bJF2dnZevrpp01O2Pm19D/+5U+NZWRkaM2aNTp69Khuu+22jo6HFliiCHzxWw2Tfzlc/gFX/66+rqxSL6e/1xGxgDY7deqUHA6H7Ha7Ro0apbS0NF177bVmx/JKDQ0NamxsbPZtqUFBQdq7d69Jqbquuro6rV69WuHh4Ro2bJjZcSCLFIEvsnfvJn9724ZR68oq3ZymfZxllWr0CZCPs87sKPCgUaNG6eWXX9aAAQP0ySef6Omnn9bo0aN1/PhxRUZGmh3P64SGhuqWW27Rr371K11//fWKjo7WK6+8ogMHDqh///5mx+syXnvtNU2fPl1VVVWKjY1VTk6OevbsaXYsyIJFoD065cjArb9VeOn/aqBhmJ0EHvLFIdihQ4fqlltu0XXXXad169YpJSXFxGTe6w9/+IMeeOABfe1rX5Ovr6++8Y1vaMaMGTp8+LDZ0bqM8ePHKz8/X59++qlefPFFTZs2TQcOHFBUVJTZ0SyPI99a4B8eoh4NRWbHuKLS8OvU6BtgdgyYJCQkREOHDtWpU6fMjuK1rrvuOuXm5qqiokJnz57V22+/rfr6esXFxZkdrcsICQnR17/+dd18881as2aN/Pz8tGbNGrNjQYwItMjHx0fTV09XfWnn2i0gSfWVlVr39KVRiq86uyO6vtraWr3//vv61re+ZXYUrxcSEqKQkBCVlJRox44dWrFihdmRuizDMFRbW2t2DIgicFV8fHw65acFfPy8Y3dARUWFTp8+7ZouKChQfn6+IiIi1KdPHxOTeaf//M//1OTJk9WnTx8VFxfr6aefVllZmZKTk82O5rV27NghwzA0cOBAnT59WosXL9bAgQP1wx/+0OxoXuFK/+ORkZFatmyZpkyZotjYWF24cEErV67URx99pHvuucfE1PgMRQAd7tChQxo/frxr+rP92MnJyXrppZdMSuW9PvroI91777369NNPdc011+jmm2/W/v371bdvX7Ojea3S0lItWbJEH330kSIiIvS9731Py5Ytk7+/v9nRvMKV/sdXrVqlf/7zn1q3bp0+/fRTRUZGauTIkdqzZ48GDx5sVmR8AUUAHS4hIUEGBzO6zcaNG82O0OVMmzZN06ZNMzuG12rpf3zTpk0eTIPW4mBBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWJif2QHQdoZhuK5XVZbL32ZcYW1cjfrKMtf1qvIq+SvQxDTer7KqynW9vL5SPnVOE9N0DZV1la7r1eUlsjnrTEzj/Sorq1peqYujCHix+srPnxD8/+sWBfuWmpima6is95d0syTpv1P+w9wwXUBlYLA0+wlJ0ogjH5ucpmvoXvYvbf739Qvfvl0XTE3j/aoD7NJzL0lq+ubKStg14MVqGhrNjtDlNBgBZkfoUnz8rPnE2qEMRgA6So2/2QnMwYiAF/MLv0bSKUlS6dxDUqjd3EBdQFV5rey/eFuS9P1fjFYY92m7VFeV64b3kiRJY7/xuoKCu5mcyPuV13TXPQt9JUmb79ms4IAIkxN5t4t1VdK7l8ZVbDabyWnMQRHwZl940AZ3C1dwN1602qveqJXNJ1iSFBQWomCKQLv4+DkVrkvHXYQFhCgwgCLQXjajVmUhl/73g8Mi1M0eaXIi71ZTY5csvoOFXQMAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwMIoAAAAWRhFoo/T0dI0cOVKhoaGKiorS3XffrRMnTnzl+nPmzJHNZlNmZqbnQgIA0AKKQBvl5uZq3rx52r9/v3JyctTQ0KDExERVfuH7/z+zZcsWHThwQA6Hw4SkAID22r17tyZPniyHwyGbzaYtW7Y0Wf7JJ59o9uzZcjgcCg4O1h133KFTp06ZE7aVKAJttH37ds2ePVuDBw/WsGHDtHbtWhUWFiovL6/Jeh9//LHmz5+vP/7xj/L3t+gXWQOAl6usrNSwYcOUlZXVbJlhGLr77rv1wQcfaOvWrTpy5Ij69u2rCRMmXPbNYWfDVwy7SWnppTP/RUR8/r3fTqdTs2bN0uLFizV48GCzogEA2ikpKUlJSUmXXXbq1Cnt379f7777ruu5fuXKlYqKitIrr7yiH//4x56M2mqMCLiBYRhKSUnR2LFjNWTIENf85cuXy8/PTwsXLjQxHQCgI9XW1kqSAgMDXfN8fX0VEBCgvXv3mhXrqlEE3GD+/Pk6evSoXnnlFde8vLw8Pffcc3rppZcse0YrALCCQYMGqW/fvlqyZIlKSkpUV1enZ555RkVFRTp//rzZ8VpEEWinBQsWaNu2bdq5c6d69erlmr9nzx4VFxerT58+8vPzk5+fn86cOaOf/vSn6tevn3mBAQBu5e/vrz//+c86efKkIiIiFBwcrF27dikpKUm+vr5mx2sRxwi0kWEYWrBggTZv3qxdu3YpLi6uyfJZs2ZpwoQJTebdfvvtmjVrln74wx96MioAoIMNHz5c+fn5Ki0tVV1dna655hqNGjVKI0aMMDtaiygCbTRv3jxt2LBBW7duVWhoqIqKiiRJ4eHhCgoKUmRkpCIjm54n3N/fXzExMRo4cKAZkQEAHSw8PFzSpQMIDx06pF/96lcmJ2oZRaCNsrOzJUkJCQlN5q9du1azZ8/2fCAAQIepqKjQ6dOnXdMFBQXKz89XRESE+vTpoz/96U+65ppr1KdPHx07dkwPP/yw7r77biUmJpqY+upQBNrIMIxW/8yHH37o/iAAgA536NAhjR8/3jWdkpIiSUpOTtZLL72k8+fPKyUlRZ988oliY2N1//3368knnzQrbqtQBAAAaEFCQsIV3wAuXLjQaz8qzqcGAACwMIoAAAAWRhEAAMDCKAIAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwMIoAAAAWRhEAAMDCKALwiJUrVyouLk6BgYEaPny49uzZY3akLiE9PV02m02LFi0yO4rXamho0M9+9jPFxcUpKChI1157rZ566ik5nU6zo3mN3bt3a/LkyXI4HLLZbNqyZYtrWX19vR577DENHTpUISEhcjgcuv/++3Xu3DnzAqMJigA63KuvvqpFixZp6dKlOnLkiL71rW8pKSlJhYWFZkfzagcPHtTq1at14403mh3Fqy1fvlyrVq1SVlaW3n//fa1YsUK//vWv9cILL5gdzWtUVlZq2LBhysrKarasqqpKhw8f1pNPPqnDhw9r06ZNOnnypKZMmWJCUlwOZx9Eh8vIyNCPfvQj/fjHP5YkZWZmaseOHcrOzlZ6errJ6bxTRUWFZs6cqRdffFFPP/202XG82ltvvaW77rpLkyZNkiT169dPr7zyig4dOmRyMu+RlJSkpKSkyy4LDw9XTk5Ok3kvvPCCvvnNb6qwsFB9+vTxRERcQatGBNLT0zVy5EiFhoYqKipKd999t06cONFkHcMwlJqaKofDoaCgICUkJOj48eNuDQ3vUVdXp7y8PCUmJjaZn5iYqH379pmUyvvNmzdPkyZN0oQJE8yO4vXGjh2rv//97zp58qQk6Z133tHevXv1ne98x+RkXVdpaalsNpu6d+9udhSolUUgNzdX8+bN0/79+5WTk6OGhgYlJiaqsrLStc6KFSuUkZGhrKwsHTx4UDExMZo4caLKy8vdHh6d36effqrGxkZFR0c3mR8dHa2ioiKTUnm3jRs36vDhw4ymuMljjz2me++9V4MGDZK/v7/i4+O1aNEi3XvvvWZH65Jqamr0+OOPa8aMGQoLCzM7DtTKXQPbt29vMr127VpFRUUpLy9Pt956qwzDUGZmppYuXaqpU6dKktatW6fo6Ght2LBBc+bMafY7a2trVVtb65ouKytry9+BTs5mszWZNgyj2Ty07OzZs3r44Yf1xhtvKDAw0Ow4XcKrr76q9evXa8OGDRo8eLDy8/O1aNEiORwOJScnmx2vS6mvr9f06dPldDq1cuVKs+Pg39p1sGBpaakkKSIiQpJUUFCgoqKiJsPAdrtd48aN+8ph4PT0dIWHh7suvXv3bk8kdDI9e/aUr69vs3f/xcXFzUYJ0LK8vDwVFxdr+PDh8vPzk5+fn3Jzc/X888/Lz89PjY2NZkf0OosXL9bjjz+u6dOna+jQoZo1a5YeeeQRRlzcrL6+XtOmTVNBQYFycnIYDehE2lwEDMNQSkqKxo4dqyFDhkiS68m+NcPAS5YsUWlpqety9uzZtkZCJxQQEKDhw4c3O1goJydHo0ePNimV97rtttt07Ngx5efnuy4jRozQzJkzlZ+fL19fX7Mjep2qqir5+DR9KvT19eXjg270WQk4deqU3nzzTUVGRpodCV/Q5k8NzJ8/X0ePHtXevXubLWvNMLDdbpfdbm9rDHiBlJQUzZo1SyNGjNAtt9yi1atXq7CwUA899JDZ0bxOaGioq3h/JiQkRJGRkc3m4+pMnjxZy5YtU58+fTR48GAdOXJEGRkZeuCBB8yO5jUqKip0+vRp13RBQYHy8/MVEREhh8Oh73//+zp8+LBee+01NTY2ut4YRkREKCAgwKzY+Lc2FYEFCxZo27Zt2r17t3r16uWaHxMTI+nSyEBsbKxrPsPA1vaDH/xAFy5c0FNPPaXz589ryJAh+tvf/qa+ffuaHQ3QCy+8oCeffFJz585VcXGxHA6H5syZo5///OdmR/Mahw4d0vjx413TKSkpkqTk5GSlpqZq27ZtkqSbbrqpyc/t3LlTCQkJnoqJr9CqImAYhhYsWKDNmzdr165diouLa7I8Li5OMTExysnJUXx8vKRLHx/Lzc3V8uXL3ZcaXmfu3LmaO3eu2TG6pF27dpkdwauFhoYqMzNTmZmZZkfxWgkJCTIM4yuXX2kZzNeqIjBv3jxt2LBBW7duVWhoqGt4Jzw8XEFBQa6vOk1LS1P//v3Vv39/paWlKTg4WDNmzOiQPwAAALRdq4pAdna2JDUbylm7dq1mz54tSXr00UdVXV2tuXPnqqSkRKNGjdIbb7yh0NBQtwQGAADu0+pdAy2x2WxKTU1VampqWzMBAAAP4aRDAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhfmYH8ATDMFzXa8vr5KzzNTGN+9RV1LmuV1XWyc9mYhgvYBiG6tUom+2r76iyyjoZtkZJUnVltfzk9FS8Lqmmqkp1dYGSpOrqMtd9axbDMOTr23DFx0BnV1t7UQG2S89plbUXmzy/4eo0NlSp2in5+fdQSX212XFMZzM62aOorKxM4eHhKi0tVVhYmFt+Z82Faq1Z+pZbfldnNSncT35e/OTW0QwZ+ktAnop9Ss2OAtMYunHYDoWH/5/ZQWAiQ9IvtUynbIOaLXv3lq+rZ2A3j+SobGzUdbuPSZL+99ahCvF1zxvUtryGWmLXgF+AjyJ8u+6LZISvTV1jjKPjNMhJCbA4H58GSgBUK/tlS0B358eKCAg2IZH5LLFrwCfAT2O7+apRUsyjI2UL6Bovm4ZhqKSqTr7+PgoO8BMDAl+ttrJGyt4lSZr7HwsVEBJ42fUMw1BtZb3sfr7yD/D16iHkzsAwDFVVF8vP30eBgaGm3p81NWU6fGSjJGnEiBwFBbpnxNHTDMPQv2r/JdkCFewfZHYcr1NRVyXlXZQk7R8Rq27+IZKkiIAb5eNjiffGzViiCMgm2Ww2+UkKCA2QTxcpApIUG2Y3O4JX8P3Cvv6wkCAFdrvCE2ioBwJZSLewfmZHaCbAP0IBAd3NjtFm0fZrzI7gvXwqJF0qApH2EIUGeGZXQGdmzfoDAAAkUQQAALA0igAAABZGEQAAwMIoAgAAWJg1PjUAAMCXlNdVuq6H+AXz8UEAAKzkGwfPu67f4HtWb46dZMkyYL2/GABgWSF+wbrB92yz+e819lZlQ5UJiczHiAAAwDJ8fHz05thJrhf98rrKJiMDVkQRAABYio+PD98o+AXsGgAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCLQBe3evVuTJ0+Ww+GQzWbTli1bmq3z/vvva8qUKQoPD1doaKhuvvlmFRYWej4sOkxLjwObzXbZy69//WtzAqPDtPRYqKio0Pz589WrVy8FBQXp+uuvV3Z2tjlh4XEUgS6osrJSw4YNU1ZW1mWX/+///q/Gjh2rQYMGadeuXXrnnXf05JNPKjAw0MNJ0ZFaehycP3++yeX3v/+9bDabvve973k4KTpaS4+FRx55RNu3b9f69ev1/vvv65FHHtGCBQu0detWDyeFGfgegS4oKSlJSUlJX7l86dKl+s53vqMVK1a45l177bWeiAYPaulxEBMT02R669atGj9+PI+FLqilx8Jbb72l5ORkJSQkSJIefPBB/e53v9OhQ4d01113eSglzMKIgMU4nU799a9/1YABA3T77bcrKipKo0aNuuzuA1jHJ598or/+9a/60Y9+ZHYUmGDs2LHatm2bPv74YxmGoZ07d+rkyZO6/fbbzY4GD6AIWExxcbEqKir0zDPP6I477tAbb7yh7373u5o6dapyc3PNjgeTrFu3TqGhoZo6darZUWCC559/XjfccIN69eqlgIAA3XHHHVq5cqXGjh1rdjR4ALsGLMbpdEqS7rrrLj3yyCOSpJtuukn79u3TqlWrNG7cODPjwSS///3vNXPmTMscJ1JTU9pk2m4Ps+RZ5z7z/PPPa//+/dq2bZv69u2r3bt3a+7cuYqNjdWECRPMjocORhGwmJ49e8rPz0833HBDk/nXX3+99u7da1IqmGnPnj06ceKEXn31VbOjeMzhI99uMl1T00tJd+y0ZBmorq7WE088oc2bN2vSpEmSpBtvvFH5+fn6zW9+QxGwAOs96i0uICBAI0eO1IkTJ5rMP3nypPr27WtSKphpzZo1Gj58uIYNG2Z2lA5lt4eppqbXZZcFBn6k2toyDyfqHOrr61VfX9+sBPn6+rpGENG1MSLQBVVUVOj06dOu6YKCAuXn5ysiIkJ9+vTR4sWL9YMf/EC33nqrxo8fr+3bt+svf/mLdu3aZV5ouF1LjwNJKisr05/+9Cc9++yzZsX0GB8fHyXdsbPJC35NTWmz0YGuqKXHwrhx47R48WIFBQWpb9++ys3N1csvv6yMjAwTU8NTKAJd0KFDhzR+/HjXdEpKiiQpOTlZL730kr773e9q1apVSk9P18KFCzVw4ED9+c9/5sCgLqalx4Ekbdy4UYZh6N577zUjosf5+PgoKKi72TE8rqXHwsaNG7VkyRLNnDlTFy9eVN++fbVs2TI99NBDZkWGB1EEuqCEhAQZhnHFdR544AE98MADHkoEM1zN4+DBBx/Ugw8+6KFEMEtLj4WYmBitXbvWg4nQmXCMAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDC+UAiWU1dZ02Q6INhuyZPNAIBEEYAFZWQ/12Q6xj9CDy6ZTxkAYEk888ESAoLtivGPuOyyovqLqquq9XAiAOgcGBGAJfj4+OjBJfObvODXVdY0Gx0AAKuhCMAyfHx8FNgtyOwYANCpsGsAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYWIcVgZUrVyouLk6BgYEaPny49uzZ01E3BQAA2qhDisCrr76qRYsWaenSpTpy5Ii+9a1vKSkpSYWFhR1xcwAAoI065CuGMzIy9KMf/Ug//vGPJUmZmZnasWOHsrOzlZ6e3hE3edWMukY5TU2AzsKoa3Rdr6+vl0+dr4lpYIa6ujrX9cbGajU2BpiYBmZobKxyXa9qdMqnsfEKa7tPVWPneSVyexGoq6tTXl6eHn/88SbzExMTtW/fvmbr19bWqrb28xPBlJWVuTtSE+efPtChvx/eo16NUuCl688+l2FuGJjCx6deY8Zeun7g7bHmhoEpamSXbBskScP2f2ByGnO4fdfAp59+qsbGRkVHRzeZHx0draKiombrp6enKzw83HXp3bu3uyPJ5u+jgL5hbv+98G5+8lG0M9zsGDCR0+mn0tJrzI4BE9lVqwHG+6bd/jfDQxTsY+5x+x129kGbzdZk2jCMZvMkacmSJUpJSXFNl5WVub0M2Gw2XfPQjTLqO89QDDqHB43RalDjZR+bsAbDeEK+vg08BiwswTBUK7tkwmMg2MfH9Mee24tAz5495evr2+zdf3FxcbNRAkmy2+2y2+3ujtGMzWaTLYB9wGjOl7NxQx3/HITOzcrPAm4fjwgICNDw4cOVk5PTZH5OTo5Gjx7t7psDAADt0CElKCUlRbNmzdKIESN0yy23aPXq1SosLNRDDz3UETcHAADaqEOKwA9+8ANduHBBTz31lM6fP68hQ4bob3/7m/r27dsRNwcAANrIZhiGYXaILyorK1N4eLhKS0sVFsaR/gAAXK22vIZyrgEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwjrkNMTt8dnJEMvKykxOAgCAd/nstbM1JxbudEWgvLxcktS7d2+TkwAA4J3Ky8sVHh5+VevajNbUBg9wOp06d+6cQkNDZbPZzI7jdmVlZerdu7fOnj171eeKRsdhe3QebIvOhe3RebRmWxiGofLycjkcDvn4XN3e/043IuDj46NevXqZHaPDhYWF8c/VibA9Og+2RefC9ug8rnZbXO1IwGc4WBAAAAujCAAAYGEUAQ+z2+36xS9+IbvdbnYUiO3RmbAtOhe2R+fR0dui0x0sCAAAPIcRAQAALIwiAACAhVEEAACwMIoAAAAWRhEAAMDCKAId6OOPP9Z9992nyMhIBQcH66abblJeXp5ruWEYSk1NlcPhUFBQkBISEnT8+HETE3dNDQ0N+tnPfqa4uDgFBQXp2muv1VNPPSWn0+lah23RcXbv3q3JkyfL4XDIZrNpy5YtTZZfzX1fW1urBQsWqGfPngoJCdGUKVP00UcfefCv6BqutC3q6+v12GOPaejQoQoJCZHD4dD999+vc+fONfkdbAv3ael/44vmzJkjm82mzMzMJvPdsT0oAh2kpKREY8aMkb+/v15//XW99957evbZZ9W9e3fXOitWrFBGRoaysrJ08OBBxcTEaOLEia4TL8E9li9frlWrVikrK0vvv/++VqxYoV//+td64YUXXOuwLTpOZWWlhg0bpqysrMsuv5r7ftGiRdq8ebM2btyovXv3qqKiQnfeeacaGxs99Wd0CVfaFlVVVTp8+LCefPJJHT58WJs2bdLJkyc1ZcqUJuuxLdynpf+Nz2zZskUHDhyQw+Fotswt28NAh3jssceMsWPHfuVyp9NpxMTEGM8884xrXk1NjREeHm6sWrXKExEtY9KkScYDDzzQZN7UqVON++67zzAMtoUnSTI2b97smr6a+/5f//qX4e/vb2zcuNG1zscff2z4+PgY27dv91j2rubL2+Jy3n77bUOScebMGcMw2BYd6au2x0cffWR87WtfM959912jb9++xm9/+1vXMndtD0YEOsi2bds0YsQI3XPPPYqKilJ8fLxefPFF1/KCggIVFRUpMTHRNc9ut2vcuHHat2+fGZG7rLFjx+rvf/+7Tp48KUl65513tHfvXn3nO9+RxLYw09Xc93l5eaqvr2+yjsPh0JAhQ9g+Hay0tFQ2m801ksm28Cyn06lZs2Zp8eLFGjx4cLPl7toene7sg13FBx98oOzsbKWkpOiJJ57Q22+/rYULF8put+v+++9XUVGRJCk6OrrJz0VHR+vMmTNmRO6yHnvsMZWWlmrQoEHy9fVVY2Ojli1bpnvvvVeS2BYmupr7vqioSAEBAerRo0ezdT77ebhfTU2NHn/8cc2YMcN1xju2hWctX75cfn5+Wrhw4WWXu2t7UAQ6iNPp1IgRI5SWliZJio+P1/Hjx5Wdna3777/ftZ7NZmvyc4ZhNJuH9nn11Ve1fv16bdiwQYMHD1Z+fr4WLVokh8Oh5ORk13psC/O05b5n+3Sc+vp6TZ8+XU6nUytXrmxxfbaF++Xl5em5557T4cOHW33ftnZ7sGugg8TGxuqGG25oMu/6669XYWGhJCkmJkaSmrW24uLiZu+O0D6LFy/W448/runTp2vo0KGaNWuWHnnkEaWnp0tiW5jpau77mJgY1dXVqaSk5CvXgfvU19dr2rRpKigoUE5Ojms0QGJbeNKePXtUXFysPn36yM/PT35+fjpz5ox++tOfql+/fpLctz0oAh1kzJgxOnHiRJN5J0+eVN++fSVJcXFxiomJUU5Ojmt5XV2dcnNzNXr0aI9m7eqqqqrk49P0oe7r6+v6+CDbwjxXc98PHz5c/v7+TdY5f/683n33XbaPm31WAk6dOqU333xTkZGRTZazLTxn1qxZOnr0qPLz810Xh8OhxYsXa8eOHZLcuD3adnwjWvL2228bfn5+xrJly4xTp04Zf/zjH43g4GBj/fr1rnWeeeYZIzw83Ni0aZNx7Ngx49577zViY2ONsrIyE5N3PcnJycbXvvY147XXXjMKCgqMTZs2GT179jQeffRR1zpsi45TXl5uHDlyxDhy5IghycjIyDCOHDniOhL9au77hx56yOjVq5fx5ptvGocPHza+/e1vG8OGDTMaGhrM+rO80pW2RX19vTFlyhSjV69eRn5+vnH+/HnXpba21vU72Bbu09L/xpd9+VMDhuGe7UER6EB/+ctfjCFDhhh2u90YNGiQsXr16ibLnU6n8Ytf/MKIiYkx7Ha7ceuttxrHjh0zKW3XVVZWZjz88MNGnz59jMDAQOPaa681li5d2uTJjW3RcXbu3GlIanZJTk42DOPq7vvq6mpj/vz5RkREhBEUFGTceeedRmFhoQl/jXe70rYoKCi47DJJxs6dO12/g23hPi39b3zZ5YqAO7aHzTAMo61DFwAAwLtxjAAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWNj/B99C3//FraKdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Now define a 'map2B' where map2's first two columns are shifted down by 7 and 4, 4th column shifted down by 2\")\n",
    "map2B_Polys = list()\n",
    "for i,polly in enumerate(map2_Polys):\n",
    "    plotCenter(i,polly)\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "yOff = [-7, -7, -7, -7, -4, -4, -4, -4,0,0,0,0,-2,-2,-2,-2]\n",
    "for i,polly in enumerate(map2_Polys):\n",
    "    if i < 16:\n",
    "        newPoly = translate(polly,xoff=0, yoff=yOff[i])\n",
    "        map2B_Polys.append(newPoly)\n",
    "        plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "raw",
   "id": "251f316e-7cea-49c7-9d9c-af2c346f72e2",
   "metadata": {},
   "source": [
    "pt0 = Point(53,0)\n",
    "pt1 = Point(81,0)\n",
    "pt2 = Point(81,21)\n",
    "pt3 = Point(63,21)\n",
    "pt4 = Point(63,20)\n",
    "pt5 = Point(53,20)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(111,1)\n",
    "pt2 = Point(111,4)\n",
    "pt3 = Point(115,4)\n",
    "pt4 = Point(115,20)\n",
    "pt5 = Point(53,20)\n",
    "pt6 = Point(110,0)\n",
    "pt7 = Point(110,1) #newPoly = Polygon([pt0, pt6, pt7, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,19)\n",
    "pt3 = Point(137,19)\n",
    "pt4 = Point(137,20)\n",
    "pt5 = Point(53,20)\n",
    "\n",
    "pt0 = Point(118,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,68)\n",
    "pt3 = Point(118,68)\n",
    "\n",
    "pt0 = Point(107,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(106,85)\n",
    "pt4 = Point(106,82)\n",
    "pt5 = Point(107,82)\n",
    "\n",
    "pt0 = Point(75,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(76,85)\n",
    "pt4 = Point(76,75)\n",
    "pt5 = Point(75,75)\n",
    "\n",
    "pt0 = Point(53,73)\n",
    "pt1 = Point(60,73)\n",
    "pt2 = Point(60,72)\n",
    "pt3 = Point(138,72)\n",
    "pt4 = Point(138,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "pt0 = Point(53,46)\n",
    "pt1 = Point(60,46)\n",
    "pt2 = Point(60,47)\n",
    "pt3 = Point(138,47)\n",
    "pt4 = Point(138,85)\n",
    "pt5 = Point(53,85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "11748750-45a1-4f21-850b-0d41f71851ad",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new poly has area 289.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt0 = Point(53,46)\n",
    "pt1 = Point(60,46)\n",
    "pt2 = Point(60,47)\n",
    "pt3 = Point(138,47)\n",
    "pt4 = Point(138,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3]).intersection(mapPoly)\n",
    "newPoly = Polygon([pt0, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)\n",
    "#newPoly = mapPoly  #only use this line for last district\n",
    "for polly in dPoly:\n",
    "    if newPoly.intersects(polly):\n",
    "        newPoly = newPoly.difference(polly)\n",
    "    plotPoly(polly)\n",
    "plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "print(\"new poly has area\",newPoly.area)\n",
    "plotPoly(Point(53,0).buffer(0.3))\n",
    "plt.show()\n",
    "if newPoly.area == 289:\n",
    "    dPoly.append(newPoly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "2ab66877-2745-4e9f-868f-39280db8e9cc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "map2B_Polys = dPoly.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "1078c82b-aade-473d-a3a5-a2d1ca726b3a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for polly in dPoly: #map2B_Polys:\n",
    "    plotPoly(polly.buffer(-0.1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "68c04f83-31e5-4006-964c-9bb16a278e39",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving these 'square-map' district assignments with plan2B to a file\n"
     ]
    }
   ],
   "source": [
    "plan2D_B = list()  #already assigned x's, y's ...\n",
    "for p in range(nPixels*4):  \n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            for d, polly in enumerate(map2B_Polys):\n",
    "                if polly.contains(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    plan2D_B.append(d)\n",
    "print(\"saving these 'square-map' district assignments with plan2B to a file\")\n",
    "df = pd.DataFrame( {\"pixelNo\": mapPlist,\"pixelX\":mapX, \"pixelY\":mapY, \"pixelGOP\":mapGOP, \"plan1D\":plan1D, \"plan2D\":plan2D,\"plan2D_B\":plan2D_B} )\n",
    "outname = \"squareMapPixelDataB.csv\"\n",
    "outpath = \"../toy_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b4178927-1262-4812-b322-cc6e69050dd2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7225 7225 25 25 nPixels, nDistricts check\n",
      "here is map 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is map 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is map 2B\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#STOP HERE FOR NIGHT 8/19 -- next up -- side-by-side plots of 2B vs. 2, place inhabitants A,B, C\n",
    "#then, move cities around to create different seat splits.  Revise the red background to be wavy + city-correlated + random\n",
    "#COLD RESTART\n",
    "# ASSIGNING R-D LEAN AND POP DENSITY FOR EACH PIXEL / PRECINCT\n",
    "# In August version, we're just pulling from what we captured in March\n",
    "infilename = \"squareMapPixelDataB.csv\"\n",
    "df2 = pd.read_csv(\"../toy_HD_output/\"+infilename)\n",
    "oldPixelNo = df2[\"pixelNo\"].to_list()\n",
    "pixelY = df2[\"pixelX\"].to_list()  # 8/17/23        #FLIPPING THESE VS USUAL -- NO LONGER MIRRORING ALONG Y=x\n",
    "pixelX = df2[\"pixelY\"].to_list()\n",
    "pixelGOP = df2[\"pixelGOP\"].to_list()\n",
    "plan1D = df2[\"plan1D\"].to_list()\n",
    "plan2D = df2[\"plan2D\"].to_list()\n",
    "plan2D_B = df2[\"plan2D_B\"].to_list()\n",
    "nDistricts = 1 + np.max(plan1D)\n",
    "nPixels = len(pixelGOP)\n",
    "print(nPixels,289*25,25,nDistricts, \"nPixels, nDistricts check\")\n",
    "pixelPoly = [Polygon([Point(pixelX[p]-0.5,pixelY[p]-0.5), Point(pixelX[p]+0.5,pixelY[p]-0.5),\n",
    "                      Point(pixelX[p]+0.5,pixelY[p]+0.5), Point(pixelX[p]-0.5,pixelY[p]+0.5) ]) for p in range(nPixels)]\n",
    "dPoly1, dPoly2, dPoly2B = [\"nil\" for d in range(nDistricts)],[\"nil\" for d in range(nDistricts)],[\"nil\" for d in range(nDistricts)]\n",
    "dPolyList = [dPoly1, dPoly2, dPoly2B]\n",
    "mapName = [\"1\", \"2\", \"2B\"]\n",
    "\n",
    "for m, mapD in enumerate([plan1D, plan2D, plan2D_B]):\n",
    "    dList = dPolyList[m]\n",
    "    for p in range(nPixels):\n",
    "        dNo = mapD[p]\n",
    "        if dList[dNo] == \"nil\":\n",
    "            dList[dNo] = pixelPoly[p]\n",
    "        else:\n",
    "            dList[dNo] = dList[dNo].union(pixelPoly[p])\n",
    "    print(\"here is map\",mapName[m])\n",
    "    for d in range(nDistricts):\n",
    "        plotPoly(dList[d])\n",
    "        plotCenter(d,dList[d])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2fb6d306-cf00-4b5f-9528-03f5a26fa2da",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now, create Wisconsin's NE panhandle out of district 21\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Now, create Wisconsin's NE panhandle out of district 21\")\n",
    "pt0 = Point(82,97)\n",
    "pt1 = Point(85,97)\n",
    "pt2 = Point(85,106)\n",
    "pt3 = Point(82,106)\n",
    "Epoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "newEpoly = translate(Epoly,xoff=3, yoff=-2)\n",
    "pt0 = Point(0,132)\n",
    "pt1 = Point(5,132)\n",
    "pt2 = Point(5,138)\n",
    "pt3 = Point(0,138)\n",
    "NWpoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "newNWpoly = translate(NWpoly,xoff=13, yoff=6)\n",
    "pt0 = Point(0,53)\n",
    "pt1 = Point(11,53)\n",
    "pt2 = Point(11,56)\n",
    "pt3 = Point(0,56)\n",
    "Wpoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "pt0 = Point(-3,69)\n",
    "pt1 = Point(0,69)\n",
    "pt2 = Point(0,80)\n",
    "pt3 = Point(-3,80)\n",
    "newWpoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "oldPolys = [Epoly, NWpoly, Wpoly]\n",
    "newPolys = [newEpoly, newNWpoly, newWpoly]\n",
    "\n",
    "for dList in dPolyList:\n",
    "    for d in range(nDistricts):\n",
    "        plotPoly(dList[d])\n",
    "        plotCenter(d,dList[d])\n",
    "    for polly in oldPolys+newPolys:\n",
    "        plotPoly(polly)\n",
    "    plt.show()\n",
    "    \n",
    "for dList in dPolyList:\n",
    "    for pNo,polly in enumerate(oldPolys):\n",
    "        for d in range(nDistricts):\n",
    "            if dList[d].contains(polly.centroid):\n",
    "                dList[d] = dList[d].difference(polly)\n",
    "                dList[d] = dList[d].union(newPolys[pNo])\n",
    "    for d in range(nDistricts):\n",
    "        plotPoly(dList[d])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7e5994e7-28a7-429e-833e-a54feeff7231",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CCKE6EqAIIYQQQnWkD4oQpZTMgyKEKMmkBkUIIYQQqiMBihBCCCFURwIUIYQQQqiO9EERdpOcnMzkyZNZu3YtcXFx1KlTh/Hjx9OvX78C5bN79xx++mkBFSrU5tVXo8zW/fHHTk6f/o7Y2FPcunUeo1HPtGnXLOZz69YFdu+excWLB9Dr0wkIqMvjjw+nTp2IQh9jcUpPT2HPnjmcPv0dOl08mzbl73zu2rWLOXPmcPr0aW7fvo23tzf169dnzJgxREZGmtJdunSJkJCQHPN56KG2PPvsarNlN278zt6973Hp0kHS05Px8KhIaGgHunadVbSDLQYPnk9//4do1eo1GjToXqB8du+ew7RpCwgLC+PUqVNm6yZNmsS2bdu4fPkyqampBAUF0bFjRyZNmkS1atVM6Y4dO8bnn3/Ovn37uHTpEu7u7jRo0ICJEyfSvn17axyuEKojAYqwm549e3L06FFmz55NrVq1WL16Nf3798doNDJgwIB85XH9+ikOHvyYcuUqWFz/++/fExNznEqVwnBwcOb69d8sprtz5wpLl3bDw6MiXbvOxtm5HEePruSrrwbTp8+n1KvXpdDHWVy+/noI166doGPHifj51cDJaUe+zuft27cJCwvjxRdfJDAwkLi4OD7++GO6dOnCF198wTPPPANApUqVOHTokNm2S5bc4vfft3PgwEfUrdvZbN3Fiwf48stnqVatOV27zsHd3ZeEhKtcv27+Ja1WD57Pkyc3sWHDKyiKkYYNe+Yrj7v3Z0BAgMX18fHx9O/fn7p16+Lp6cmZM2eYMWMG3377LadPn8bPzw+ANWvWcOTIEQYPHkyjRo1ISUnh448/pkOHDqxYsYLnnnvOascthFpIgCLsYtu2bezcudMUlAC0a9eOy5cvM3bsWPr27YuDg0OueRgMejZvfoOmTZ8hNvYMqalx2dI89dQ8tNqslsytWyfmGKDs3/8hmZk6nn12NV5eWaNVatZsx6JF7dm+fSp16nQ25aNG587t5q+/9tGr10c0aNADgKlT/5Ov89m3b1/69u1rtqxr166EhITw6aefmgIUFxcXHn30UbN0O3ZcZ/fuWTg5uVG/fnfT8oyMVDZseI2QkFYMGLACjUZjWteo0X+sccg2Zel8hoS0JD4+hp07Z1C//tNotfm/P11dz3Pr1q1saT766COz923btiUkJITIyEg2b97M4MGDARg3bhzz5s0zSxsZGUmTJk146623JEARpZIEKMIuNm3ahIeHB7179zZb/sILLzBgwAAOHz5MixYtch3aun//h+h08bRvP57Vqy1/QOc3qLhy5SgBAfVMwUnWtg6Ehrbn0KFPuHr1V6pUeTi/h1fsfv/9e5ydy1Gv3lOmZdOnX8fLqzvXru3kv//dStWqj+R76LGTkxPly5fH0fHeR4SlIcVxcZe4dOkQ4eG9cXX1NC0/c2YLyck3aNlykVlwUlJYOp8AjRv3ZcOGV4mJOU7Vqo/kmsf99+fBgy/me98VKmTVBt5/7itWrJgtnYODAw8//DBffvllvvMWoiRR709CUaqdOnWKunXrmn0IAzRs2NC0Pjc3b55j374FdOkyGxeXckUuj8GQgaOjc7blDg5Zy27cOFvkfdjSzZt/4O8fioOD+fkMCKhnWp8Xo9GIXq/n2rVrTJ06lXPnzjF69Ohct/n1168AhSZNzJuQLl/++d88DSxd+jRvvVWN2bPrsn79MBITYwtwZPZR1PNZ0PtTr9ej0+n49ddfGTlyJLVq1aJnz9ybkfR6PT/99BNhYWF55l+SbNmyhdq1axMaGsqSJUuyra9evToNGzYkPDzcrI/UjBkzqFq1Kv7+/mbp+/btS3h4OOHh4QQHB9O9e3dbH4KwEqlBEXZx+/ZtatSokW25r6+vaX1OjEYjmzePom7dztSq1cEq5alQoRaXLh0iPT3F7Avl77+PAKDT3bHKfmwlNfUOPj5Vsy13cysP5K/8kZGR7NixAwAvLy++/vprunTJue+N0WggOnod/v41qVq1mdm6u0HI2rUv8fDDA2nffhy3b//F7t2zWb68Fy+/vBNnZ/f8Hl6xK8r5LOj9GRsbS6VK92q2mjdvTlRUFB4eHrluN23aNM6fP88333yT5z5KCr1ez6hRo4iKisLLy4smTZrQs2dP0+fCXQcPHsx2fiIiIhgyZAgNGjQwW/7111+bXj/zzDN07NjRdgcgrEpqUITd5Fb1n9u6Q4c+IS7uIk8++ZbVytKs2QukpSWyadNw4uIuk5z8D3v2vMOVK7/kWR61KGoZP/jgA44cOcLmzZuJiIigb9++rFmzJsf0589HkZR0ncaN+2dbpyhGAMLCutGp02RCQlrStOmzPP30u8TFXeTkyU1FKmtxKOz5LOj96e/vz9GjR9m/fz+fffYZcXFxtGvXjuvXc56ld8mSJbz99tuMHj2ap59+ulDlVKMjR44QFhZGcHAwnp6eZkFzXh555BGzQO9B6enp7NixQ2pQShCpQRF24efnZ7GWJC4uq6Prg7+Y7vr777/Zv38es2fP5rnnqpiWL12qR1GM6HQJODo64+TkVqDy1KjxON27v8+OHdNZuPAxIKtWpX37cezePQtPT+tOG29t7u4+pKZm/1Wv08UD4Obmk2ceoaGhpte//voIv/56i8GDX+H331tb7Mtz/PgatFonGjXqnW2du3vW/mrWbGu2/KGH2gIa1Y/kKez5jI+PsXh/7typx2g0Eh8fj4uLC25u9+5PR0dHmjZtCkDLli158sknCQkJYfbs2SxYsCDbPpYtW8bQoUP573//y9y5c4tymKpz7do1goODTe8rV67M1atXzdJoNBpat26No6Mjb775Jr169cpX3t9//z2PPfYY5cuXt2aRhQ1JDYqwiwYNGnD27Fn0er3Z8pMnTwJQv359i9v99ddf6HQ6RowYgY+Pj+nflStHuXXrT+bMqcuuXYWbYyM8vA9jxpzg1Vf38vrrB3j11R//XaOhWrXmhcqzuFSsWIdbt/7EYDA/n3f7zlSsWLvAeQYHh5OWFk9qavZAMjn5FufO7aJ27Sfw8PDPtv5uX42cqL1GqrDn886dvy3enwcOHODs2bP4+PgwYcKEXPdduXJlgoKCOHfuXLZ1y5Yt48UXX2TQoEF8/PHHqj+PBaUoSrZlDx7jgQMHOH78OBs3bmTChAmcP38+X3mvXbs222g1oW4SoAi76NGjB8nJyWzYsMFs+YoVKwgKCqJ5c8sBQXh4OFFRUdn+BQTUo3z5KgwatJ5mzV4odLkcHBypUCEUP78Q0tISOXZsFXXqRFC+fOVC51kc6tbtTEZGCmfPbjVbfuLEOjw9A6lcuUmB8lMUhUuXfsbV1dtibcGJE+swGjNp0iR78w5AnTpPAhr+/HOP2fLz56MAhcqV1TsiCgp/PgMDwyzen40aNaJ69epERUXx2muv5brv8+fPExMTQ82aNc2WL1++nBdffJFnnnmGJUuWlLrgBCA4ONisxiQmJiZbs01QUBCQFch16NCB6OjoPPPV6XTs2rWLbt26WbW8wrakiUfYRefOnenUqRPDhg0jMTGRmjVrsmbNGrZv386qVatMc3YMGTKEFStWcOHCBapVq0b58uXZuzf7r1dXV2+MRgMhIS3MlsfHx3D1ajQAd+5cBuD06S0AlC9fheDgRkBWjcChQx9TpcojuLh4cOvWeQ4cWIRGoyUycqatToPVhIa2p0aN1mzZMoH09GR8fatz8uQ3nD8fRc+eH5rm7HjwfAI8/fTTNGrUiPDwcPz8/Lh27RqHDi3n8uVDfPTRR7zySpVs+6tbdx1VqlT5t8kmuwoVQmnW7HmOHl2Bi4sHNWu24/btv9iz5x0CA+sTFvaUxe3UIr/nc/PmUURHr2PEiEOUL18ZNzdv9u71zpZf+fLl0ev1tG3b1rTst99+44033uA///kPNWrUQKvVcvLkSd5//338/PwYM2aMKe26desYMmQI4eHhDB06lCNHjpjl37hxY1xcXGxzMopRs2bNOHXqFFevXsXLy4tt27YxZcoU0/qUlBSMRiOenp7Ex8ezb9++PAM+yJp36fHHH8fT0zPPtEI9JEARdrNx40YmTZrElClTTFPdr1mzxmxqdoPBgMFgsFj1mx8XLx5g8+Y3zJatW/dfABo16kOPHvOBrDlPYmNP8+uvX5OWloinZ0Vq146gTZs3KFfOr3AHWMz69l3Knj2ziYqa++/U7DXp1WuR2dTsls5ny5YtWb9+PR9++CGJiYmUL1+epk2bsmXLFoujeA4ePMjvv//OlClTcp1n5skn38LLqxLHj6/h8OHPcXf3pX79p+nQYbzFId1qk5/zaTQaUZTC3Z8BAQEEBQXx7rvvcv36dfR6PZUrV6Zr165MnDiRKlXuBYZbt27FaDRy/PhxWrZsmS2vixcvUr169cIcpqo4Ojry7rvv0q5dO4xGI+PGjcPPz4/IyEiWLFlCWloaPXpkTZxnNBoZPny4aZj1tGnTWLJkCXfu3KFy5cqMGzeO4cOHA1nNO3369LHbcYnC0SiF/eS3o8TERLy9vUlISMDLy8vexQHAYEjlx71Zw9vatjmJg4N6h1AWRFLaLY4czGpuadbiMJ6u2fsbFDdLE4aVFIrhDn3XZnXq+7rPBjQOeXdetab8TtSWX2q4Fg6ZKfjc+huAO/5VMTgVfV4ca7P2ebel1MQUFr+U1Vdj2Gdf4+6lvvNZkiQkptBo5o8AnJjYFu9iOp+pGXrqTckaAXXmrQjcndVRH1GQ72/pgyKEEEII1VFHSCVEAeQ2/b24pzh+tcu1yK4k1ZYIoWZSgyKEEEII1ZEARQghhBCqIwGKEEIIIVRH+qDYUXJyMpMnT2bt2rWmYbbjx483G2abH5MnT+btt98mLCzM7CnAly5dIiQkJMftIiIi2L59e6HLryb5bfcv6/0jikNpvhbSv0SI4iMBih317NmTo0ePMnv2bGrVqsXq1avp378/RqORAQMG5J0BEB0dzbx58wgICMi2rlKlShw6dCjb8m+++YY5c+aY5hMQQghhSwpupJOWkoSTVp93citIzTDgRho6Su4EfhKg2Mm2bdvYuXOnKSgBaNeuHZcvX2bs2LH07dvXNJtqTvR6PS+88AJDhw7lxIkT3Lp1y2y9i4sLjz76aLbtJkyYgLu7u2m/QgghbERRWO88nabac/BJ8e3WHTjrCkeNtUCJKL4dW1GBA5R9+/Yxd+5cjh07xvXr19m0aZPp8dWZmZlMnjyZbdu28ddff+Ht7U3Hjh2ZPXu26fkJkPXY6zFjxrBmzRp0Oh0dOnRg0aJFVK6s7uedWNOmTZvw8PCgd2/zJ8G+8MILDBgwgMOHD9OiRYscts4ye/Zs4uLiePvtt+natWu+9nvhwgX27t3LoEGDVDPJXXEqrcNiS0vTg5quT2k5p/lhdo71Ojzyk66AytL5vJ8baVnBiZ08oj2HQjrgZLcyFFaBA5SUlBQaNWrECy+8kO0x16mpqRw/fpz//e9/NGrUiDt37jBy5Ei6devGL7/8Yko3cuRIvvvuO7766iv8/PwYPXo0Xbt25dixY3nWGpQWp06dom7dujg6ml+Chg0bmtbnFqCcOXOGGTNmsHHjRjw8cvo4ye7zzz9HURRefPHFwhVcCCFEvt3/UMfEl3/D0aN88ew4MxX3BXWylaEkKXCA0rlzZzp37mxxnbe3Nzt37jRb9sEHH9CsWTP+/vtvqlatSkJCAkuXLuWLL76gY8eOAKxatYoqVaqwa9cuIiJKZlVUQd2+fZsaNWpkW+7r62tanxOj0cjgwYPp2bMnkZGR+d6nwWBgxYoV1KlTx+LzPIQQQtiOm7sHTh7ZHyZpExklvweHzYcZJyQkoNFoKF++PADHjh0jMzOTJ554wpQmKCiI+vXrc/DgQYt5pKenk5iYaPavNMgtqs1t3Xvvvceff/7J/PnzC7S/7du3c/XqVYYMGVKg7YQQQojiZtMQKy0tjfHjxzNgwABTf4fY2FicnZ3x8TF/SFpAQACxsbEW85k1axbTp0+3ZVGLnZ+fn8Vakri4OOBeTcqD/v77b6ZMmcLs2bNxdnYmPj4eyOowazQaiY+Px8XFBTc3t2zbLl26FCcnJ5577jnrHYgodqWlLT+/x1GQfiljRwfg4uOZZ7rClkUtLB2XLYZ3z517Axyzf5YUhrX7EpW0ayYKzmY1KJmZmfTr1w+j0ciiRYvyTK8oSo61BhMmTCAhIcH078qVK9YubrFr0KABZ8+eRa83H3J28uRJAOrXr29xu7/++gudTseIESPw8fEx/Ttw4ABnz57Fx8eHCRMmZNvu5s2bbNmyhW7dulGxYkXrH5AQQghhRTapQcnMzKRPnz5cvHiRPXv2mI0WCQwMJCMjgzt37pjVoty8eTPHTqEuLi64uJTcsdyW9OjRg88++4wNGzbQt29f0/IVK1YQFBRE8+bNLW4XHh5OVFRUtuUjR44kISGBZcuWWRwNtXLlSjIzM6V5RwghRIlg9QDlbnDy559/EhUVhZ+fn9n6hx9+GCcnJ3bu3EmfPn0AuH79OqdOneKdd96xdnFUq3PnznTq1Ilhw4aRmJhIzZo1WbNmDdu3b2fVqlWm0UxDhgxhxYoVXLhwgWrVqlG+fHnatm2bLb/y5cuj1+stroOs5p0qVaqUmU7IQgghSrYCByjJycmcP3/e9P7ixYtER0fj6+tLUFAQ//nPfzh+/DhbtmzBYDCY+pX4+vri7OyMt7c3Q4YMYfTo0fj5+eHr68uYMWNo0KCBaVRPWbFx40YmTZrElClTTFPdr1mzxmyqe4PBgMFgQFGUQu/n4MGD/P7770yZMgWtVh6/9KDimHvj7j6SE5y5staqWZdJ91+z9DtJLJnwd57pSrvSMJ9PURWlb45QnwIHKL/88gvt2rUzvR81ahQAgwYNYtq0aXz77bdAVlPE/aKioky/7t9//30cHR3p06ePaaK25cuXl5k5UO7y8PBgwYIFLFiwIMc0y5cvZ/ny5Xnm9eOPP+a4rkWLFkUKcIQQQojiVuAApW3btrl+2eXni9DV1ZUPPviADz74oKC7F0IIIUQZUPJnchHCBorS7JPfKuUxowPw8PbLNY1U2wtL1PRIAHuR5pzSTzokCCGEEEJ1JEARQgghhOpIgCKEEEII1ZE+KELkkz3at6VNXViS3/4XpblfivxtlH5SgyKEEEII1ZEARQghhBCqIwGKEEIIIVRH+qAIIUQJU9b6m4iySWpQhBBCCKE6UoMi8i014w4ajaZIeSiKQpohDQBXB9ci51fSpGbG3XudkoKidS5ahgooaToANK5uULZOJwAZKSmm14kpGTg7phc5T32GAQBH55LzfDC9IdMq+WiM9/JxMsSDJq3omRozsv4v6v1+n8xE6+VlS5nJd3CydyFKKAlQRK7uf7ZS5Dc9yFDK4DegFblkKHzx7+vb7SPsWpbSwqB1htbvA7B2xgk7l8Z+Aq2Uj6JkcjfEc7kwxUq5Wt/Cl+xdgvxx1BgYUeffN/LQ1gKRAKUEerCt2drzAdyfv4PjbR57zKrZl2npTvB7ZagTY++SlB5aYwbeCRdI8H7I3kUpJRzROAShGK7ZuyCljqPWaO8ilCgSoIhcae5rM9jZYyPOzrk/3C4vZb2JJykjmcaVr+GaCT83r0E5J/eiZShNPMSlZfJ/s3/E6JDKjrFt8HMtetV/SWziKYp5c2+YXmtIZnLFb4BM3tX8gEK5XLcdOyYg27K5826YLzBmMHJERRxdXMreLZp6Gz5+BKDMfd4VlQQoIt88XHyLHKAAeFqhLCWVonEBhzukOUA5j3J4OnsUPVOvsnxGIc0xnXQnFwA8PZzxdnOxc4lKHkeH+3pJKI44/9vIk4E3aHK/v5y8sn8mZDpkmC9wAPcKZXTmV6k1KTQJUEqB4pr2eu7cG+j1uXfEk+mnhSh57v+7TU12h3lZr8eOCcDdwzvXbfP7+SNEQckwYyGEEEKojgQoQgghhFAdCVCEEEIIoTrSB0XlCttvxF7TXkt7tBBli/x9C1uRGhQhhBBCqI4EKEIIIYRQHQlQhBBCCKE60gelGMhj0IUQQoiCkRoUIYQQQqiOBChCCCGEUB1p4hE2J0OPhRD5JZ8X4i6pQRFCCCGE6kiAIoQQQgjVkQBFCCGEEKojfVBsYObMWIxGN3sXQ9WknVkIkV9FmapBPldKLqlBEaKUSE5OZuTIkQQFBeHq6kp4eDhfffVVgfOZPHkyGo2G+vXrW1yfkpLClClTqFWrFi4uLvj5+dGuXTv+/PNPU5pp06ah0Why/FeYcomSrbD354UL+1i5si/z5jXm//6vOu+804Dly3tz7tzubGn1+gz27HmH+fOb89Zb1Xj//UeYMGECOp3OLN2lS5fk3iwBpAZFiFKiZ8+eHD16lNmzZ1OrVi1Wr15N//79MRqNDBgwIF95REdHM2/ePAICAiyuT05Opl27dly7do3x48fTsGFDEhISOHjwIKmpqaZ0L774Ik8++WS27V966SUuXLhgcZ0o3Qp7f+p0d6hQoTZNmgzAw6MiOl08v/yyktWrn6VHjw9o1KiXKe2GDa/w5597aNPmDYKCGhETc4z33nuP06dP8+2332bL+/XXX8+279DQUOsdtCgSCVCEKAW2bdvGzp07TR/6AO3atePy5cuMHTuWvn374uDgkGseer2eF154gaFDh3LixAlu3bqVLc3kyZM5e/Ysv/32GzVq1DAt79atm1m6ypUrU7lyZbNlly5d4vTp0wwcOJDy5csX8khFSVSU+7N+/aepX/9ps2W1anVk/vxHOXZslSlAuXLlGGfPbuOJJ6bSosVQAB56qDWdOvkwceJEdu7cSadOnczyqVq1Ko8++qi1D1dYiQQowuakDdj2Nm3ahIeHB7179zZb/sILLzBgwAAOHz5MixYtcs1j9uzZxMXF8fbbb9O1a9ds61NTU1myZAm9e/c2C07y6/PPP0dRFF588cUCbytKtk2bNuHsXI6zZ1uZ9Sfx8urOtWs7+e9/t1K16iP5zs/BwQlXVy+02ntfYVeuHAUgNLS9WdquXbsyceJENmzYkC1AEeomfVCEqm3ZsoXatWsTGhrKkiVLsq2vXr06DRs2JDw8nMjISNPyCxcu0LRpU2rWrMnLL7+MoigA/PrrrzRv3pwGDRowYMAAMjMzi+1YbOnUqVPUrVsXR0fz3xwNGzY0rc/NmTNnmDFjBosXL8bDw8NimmPHjpGSkkJoaCjDhg3Dx8cHZ2dnmjZtytatW3PN32g0snz5cmrWrEmbNm0KcGTqV9h79PHHHyc8PJzw8HAqVKjAyJEjzbYbM2YM/v7+ti5+sTh16hT+/qE4OJjfnwEB9QC4efOPPPMwGo0YDHoSE2OJiprL7dt/mWpKAAyGrL9lR0cXs+1cXLLe//bbb9nynD17Ns7Ozri7u9OqVSuLzUDCfiRAEaql1+sZNWoUe/bs4fjx48yZM4e4uLhs6Q4ePEh0dDTbtm0zLRs3bhzTpk3j/Pnz3Lhxw/QF+uKLL7Jw4UJOnjxJo0aNWLZsWbEdjy3dvn0bX1/fbMvvLrt9+3aO2xqNRgYPHkzPnj3NvkAfdPXqVQDmzJnDyZMnWblyJZs2bcLLy4unnnqKHTt25LjtDz/8wJUrVxgyZEh+D6lEKMo9+tNPPxEdHU10dDS1a9eme/fupnVnzpwhNja2OA6hWNy+fRs3t/LZlt9dptPdyTOPL798hv/7v6q8914Tfv55Cb17f0ytWh1N6ytUyOo78vffR822279/v6kMd7m4uPDSSy+xePFi9uzZw5IlSzAYDDz99NMWg0xhH9LEYwMTJwbi4OBuel+WnmZszeacI0eOEBYWRnBwMACRkZHs2LHD1IadE0VROHToEOvXrwfgueee47vvvqNr1678/fffNG/eHID27dvzv//9j//+979WK7M9aTSaQq177733+PPPP/P89Wg0GgFwdnbm+++/x9PTE8jqSxAaGsr//d//ERERYXHbpUuX4ujoyPPPP5/HUZQshb1H73f16lUuXrxI69atTcvGjRvHokWL2L59u9XLXBwe/My7fduAr2/O92B+REbOIC0tkaSkG/z220bWrXuZHj3m06BBDwBq1myPr28Iu3a9jYeHP0FB4cTEHGfu3PFoNA7ExRmZPv06U6dWolKlSnz66adm+ffu3ZvmzZszfvx4nn/++Wy1kaL4SQ2KUK1r166ZPvghq+Pl3V/xd2k0Glq3bk2zZs3YsGEDcK824e6X8v3bPfTQQ6Zf+ps2bcqWX0nl5+dnsZbk7q95S7UrAH///TdTpkxh6tSpODs7Ex8fT3x8PHq9HqPRSHx8vGmIpp+fHwAtWrQwBScA7u7utGnThuPHj1vcx61bt/j222/p0qULgYGBRTpOtSnsPXq/devW0atXL7TarI/jr7/+mqZNm1K1alXbFr4Yubv7kJqavZZEp4sHwM3NJ888/PxqEBwcTp06EfTp8wk1arRi69ZJpsDZ0dGZgQNX4e0dzBdf9GfOnLqsXfsSjz/+Om5u3nh65n7vOTk50bdvX27fvm02ZF7Yj4SIQrXu9hu534M1AQcOHCAoKIiYmBjat29Po0aN8Pb2znG7zz//nOHDhzN58mSefPLJUvMrqUGDBqxZswa9Xm92TCdPngTIcU6Tv/76C51Ox4gRIxgxYkS29T4+PowYMYL58+eb+rNYoiiK6Qv2QV988QUZGRmlsnNsYe/RmjVrmtavXbuWuXPnAllzzCxcuJBdu3bZtuDFrGLFOpw69Q0Gg96sH8qNG2f/XV+7wHkGB4dz/nwUqam38fCoAICfXwgvvvgdiYnX0eni8fGpRnp6Etu3T6FatbxH69y9njndy6J4yVUQqhUcHGz2azQmJoZKlcybkIKCgoCsX64dOnQgOjoaf39/4uLiTB82929Xr149du3axdGjR4mIiDD7oijJevToQXJycrZf6CtWrCAoKMjUrPWg8PBwoqKisv1r1KgR1atXJyoqitdeew2ASpUq8dhjj3HgwAESExNNeaSmprJ3794ch2suXbqUoKAgOnfubKWjVY/C3qN3XblyhZiYGNMIq7/++ovz589Tt25dqlevzp07d3INDEuKunU7k5GRwtmz5p2pT5xYh6dnIJUrNylQfoqicOnSz7i6elusffHyqkRAQF2cnd05cGAxTk7uNGmSe7NbZmYmX3/9Nf7+/qXmc6GkKx0/H4VqWHMK+2bNmnHq1CmuXr2Kl5cX27ZtY8qUKab1KSkpGI1GPD09iY+PZ9++fbz22mtoNBoeffRRtm7dSteuXVm5ciWDBw8G4J9//qFChQro9XrmzJnD8OHDC3egKtO5c2c6derEsGHDSExMpGbNmowZs5Tjx7fTs+eHzJhxE4C//57MihUruHDhAtWqVaN8+fK0bds2W37ly5dHr9dnWzdv3jzatWtHREQEb775JhqNhnfffZdbt27xf//3f9nyOXz4MKdPn2bixIl5zsNSEhX2Hr1r7dq19O7d21Tr0qBBA27cuGFa7+/vb3H0iZrkp49daGh7atRozZYtE0hPT8bXtzonT37D+fNR9Oz5IVpt1r2xefMooqPXMWLEIcqXz5pHZ82a5wkIqEdgYH3c3X1ISoolOnotly8fIjJyplmNzP79H+HhURFv72BSUv7h9Onv+P337fTosRAvr0qm8m7fPg2jMZMqVR7Bw6MiHTqk8sEHHxAdHc2yZctK5b1aEkmAIlTL0dGRd999l3bt2mE0Ghk3bhx+fn5ERkayZMkS0tLS6NEjq4Oc0Whk+PDhhIWFAVkjTfr168eIESPo0KEDXbp0AWDlypV8+umnpvk4StO8CBs3bmTSpElMmTKFuLg4fHxq0qvXIho06G5KYzAYMBgMFpsm8qNFixbs3r2byZMnM3DgQAAeffRRfvzxRx577LFs6ZcuXYpGoyl1o3fuKso9ClkBysKFC+1V/GLVt+9S9uyZTVTUXHS6ePz9s9+fRqMRRTG/P6tUeYQzZ7Zy5Mhy0tOTcHX1IiioEQMGrDQbxQOg16ezd+/7JCZex8nJlcqVm/D88xuoVs28BrFixdocO7aKkye/IT09iW+/9aRZs2bs2LGDJ554wqbnQeSfRinsJ5UdJSYm4u3tTUJCAl5eXvYuDgAGQyo/7m0AQPNm+3FwuPewwLlzb+S0mVUYjR5oNLZprXN0jOPRx7JmCf350Lfo9ZY7W+ZGJmq7JykjmdAD5wH4s2VNPJ0tzzliDWXlgYz/6NJ5ZHpWn42jUztSwc0ljy1EblKTE3Cfl9VBN3XM37h7ZO/Tdb/SMErRpn8Xyf/AvH+bjMach3/7y+SbokBmat7pHpSRem+/E6+Bc7mC52EDBfn+lhoUK7k/zjt8pJXZupatHkxtXQkJwfx2Yo3NghQhhBB2oCjweQRcOWzvktiFBChWYjA4kpBQAW/vf4p9397eV9Fqk1EUddQmPais/JIvLkX5xZrfbeX6CEtKQ22JJar9jMpMLXpwUuVRcHLPO50KSYBiJRqNht9ORKDV6hkxYgTOzs6mdbZq4nFwSObRx/qYXhsM1t+HVpts/UyFEEIUzJjz4FyIQMPJHXKZqFHNJECxKg1GoxNubuXNAhRF0dlkb/cHJHcDFVsqgd2VhBCidHB2V00/kuIiAUoJZjR6kJAQjLe37WdDTUiogNFYuNtFFVWlJZS9qtRVW+UtitXceTdAU4gOmqWA/A3YnwQoJZhGo+W3E2ts2gyj1SZjNG7EaHREqy2Z1YRCCCFKHglQSjiNRmvTzrFGIxiNTjbLXwghhI0UdojyXXbuvyIBihBCCFHaWGOIcpVHYfB2uwUpEqAIm5O2XMvmzr2Bgz7J3sXIN7mOZc/YMQFmE7WV1mHGpZI1hihf+TkrHzt1zpUARQghhCjNCjpE+f5ZaO1IAhQhhBCiNCuhQ5RlbnQhhBBCqI7UoAirkj4Jlt1tuzc4pkILOxfGimTq/NKtLM+DYon0wypeUoMihBBCCNWRAEUIIYQQqiMBihBCCCFUR/qgFANLbZSlYT4BaXsVlsh9IYSwBqlBEUIIIYTqSIAihBBCCNUpcBPPvn37mDt3LseOHeP69ets2rSJ7t27m9YrisL06dP59NNPuXPnDs2bN+ejjz4iLCzMlCY9PZ0xY8awZs0adDodHTp0YNGiRVSuXNkqB1US5LcavDQ0BZU1Zf2ayVDM0kOmujcn93HxKnANSkpKCo0aNeLDDz+0uP6dd97hvffe48MPP+To0aMEBgbSqVMnkpLuPXNk5MiRbNq0ia+++or9+/eTnJxM165dMRgMhT8SIYQQQpQaBa5B6dy5M507d7a4TlEU5s+fz6RJk+jZsycAK1asICAggNWrVzN06FASEhJYunQpX3zxBR07dgRg1apVVKlShV27dhEREVGEwxFCCCFEaWDVPigXL14kNjaWJ554wrTMxcWFNm3acPDgQQCOHTtGZmamWZqgoCDq169vSvOg9PR0EhMTzf4JIYQQovSy6jDj2NhYAAICAsyWBwQEcPnyZVMaZ2dnfHx8sqW5u/2DZs2axfTp061Z1BIjP22e1m4Xvn+fOp0bc+ZkvR47NgA3t/JW3VdJUtbb34tC+qWUDqV1ygShTjYZxaPRaMzeK4qSbdmDckszYcIEEhISTP+uXLlitbIKIYQQQn2sGqAEBgYCZKsJuXnzpqlWJTAwkIyMDO7cuZNjmge5uLjg5eVl9k8IIYQQpZdVA5SQkBACAwPZuXOnaVlGRgZ79+6lRYusR7g+/PDDODk5maW5fv06p06dMqURQgghRNlW4D4oycnJnD9/3vT+4sWLREdH4+vrS9WqVRk5ciQzZ84kNDSU0NBQZs6cibu7OwMGDADA29ubIUOGMHr0aPz8/PD19WXMmDE0aNDANKpHFJ2071uftL8XntyPpUNZut9tfc9u2bKF0aNHYzQaefPNN3nxxRfN1levXh0vTw+0/yQT5Kll20Tz7f/zn/9w6dIlfvnlFwBOnDjB0KFDSUtLo1y5cnyx9BNq2PQIbK/AAcovv/xCu3btTO9HjRoFwKBBg1i+fDnjxo1Dp9PxyiuvmCZq++GHH/D09DRt8/777+Po6EifPn1ME7UtX74cBwcHKxySsJU0XQoapajXSMFgSAPAwcEVyL1vki0pioI+wwiAo7M2z35SlmhJKdgGGp3pZaYmHWNRKzE1kKlVAHAyakApWnZFo6AxZmS90jpz/7VNSEm12V6T0jJNr1NTMkku4nRKigK6zKxM3JwcKMRtYR0KKJlZ96fGSVtsfyqpKZm4//s6MyWBDIymdY5KQoHz0wBOZN33mbjZ9xbl7s2R9+dYRrKrdXaZGo/zA4v0ej2jRo0iKioKLy8vmjRpQs+ePfH19TVLd3DvbjwW1sqW5c6dO7N9X06ePJnp06cTERHB4sWLmTPvPT4p4XOfFjhAadu2LYqS8y2m0WiYNm0a06ZNyzGNq6srH3zwAR988EFBdy+K2f3X+uix9jg46O1YGvVp8XjB0qfhAqwGYNljGUCG1cukDmlm75YcKfgXW77pjdz9Kmkzb6/t9lNGuJHG2X9PqPfiBmbrJtmhPHYzz/pZKoqCBjhy5AhhYWEEBwcDEBkZyY4dO+jfv3+eeWRmZjJz5kwWLlzICy+8YFqu0WhME6ImJSVRqVKg9Q+gmMnTjEsBW1ZFGvUuNsu7LHIhnVrKWc5p6tq7KKWHgwZjeWe08aU12CteOlw4aqzFI9pz9i5KqZOJI87AtWvXTMEJQOXKlbl69apZWo1GQ+sOETjeTObNli70+nf5e++9x6BBg8xaJSBrFveIiAhGjhyJh4cHR/ZHwYcf2fiIbEsCFJGr+5s9mjbaj7tHUas9S1cTz9y5NwqUXmNIo/uFcaTjTGqNmSiObgXep3mGJaOJZ+wYyyP0rCEjOZU7u5IAFyoMb4iTV9HOaVlv4klPTuO9xV3ZoWQw4tXXcXHP/UfK3Hm5/w2orYlnxPAKODk5FurvvTAyUhLwWNwo682/+7TUCvFgeQ4cOECQvzcx4wNpvyKVRucv4Obtxw8//MCuXbtMc4vdtWjRIhYvXkxkZCQfffQRo8ZNYElV2xxTcZEAReSbi5sHru5F/EIFQEXDxMsVbXMjyQXbQNGi6LU4oycDV6CIAZ8CTmp6hJXW8v3hXc7d4nJryDAopBuzPtzLeTjh7FH0Wj/PvJOUWo4YcdIo6HHCyd0bZ4/c/+b1mrRc1wNk4p1nmuLi4VvR3kUgODjYrMYkJiaG5s2bm6UJCgqCjBQqe2npEOJA9PFfcPPw5syZ04SEVEev1/PPP7eIfDKCbd9uZM2a1SycNwsyUujTvQsffbAQJEARQgghRH41a9aMU6dOcfXqVby8vNi2bRtTpkwxrU9JScFoNOLpoiU+TWHf3wZeOzicsIoOXB8KoONSvJH/rNWz7dGfYWYQfkoyP79SkUcrO7L7VCa1NZmA7X4YFAcJUIQQNidT3Zde+b2O9hqirMb7zNHRkXfffZd27dphNBoZN24cfn5+REZGsmTJEtLS0ujRowcAxtsKw5s5E1Yx95FHn3R1ZdjWNIwKeLto+Pzpf2u+qjwKTiUzUJEARQghhChm3bp1o1u3bmbLtm3bZnp94sSJrBeKApnZh+lXB3555977NsCvlnbk5I79OlIVjQQoQgghhFppNOBcxM5yJZRNHhYohBBCCFEUUoMiRBHI9PeFJ/1SypaiXFtr/k0VJS+5P4uXBChCCCFEaZRD/5U8Zdju0RQFIQGKEEIIUdooCnweAVcO27skhSYBihBFIM05hSfV5SK/ijKU2dbNQ6q9jzNTix6c2HmIsgQoQgghRGk25jw4FyLQsPMQZRnFoyJbtmyhdu3ahIaGsmTJkmzrq1evTsOGDQkPDycyMtK0/MKFCzRt2pSaNWvy8ssvm57zMGbMGGrXrk2DBg0YPHgwer08iVgIIcocZ/esocoF/Wfn+VMkQFEJvV7PqFGj2LNnD8ePH2fOnDnExcVlS3fw4EGio6PNJvQZN24c06ZN4/z589y4cYOtW7cCEBERwZkzZ/jtt9/IzMxk5cqVxXY8QgghRFFIE49KHDlyhLCwMNMjuCMjI9mxYwf9+/fPdTtFUTh06BDr168H4LnnnuO7776ja9eudOrUyZSucePG2R7nLYpOhhnnj2rb6YVdlYa/lbyOwVFJYNK/r+fOu2H2cEX5u8id1KCoxLVr10zBCUDlypWzBRQajYbWrVvTrFkzNmzYAMDt27fx9fU1Parb0nZ6vZ4vv/ySJ554wsZHIYQQQliH1KCoxN1+I/fTPND+d+DAAYKCgoiJiaF9+/Y0atQIb+/sjzF/cLsxY8bQokWLbI/zFkIIIdRKalBUIjg42KzmIyYmhkqVzKv/goKCgKxakg4dOhAdHY2/vz9xcXGmAOfB7T766CN+//133n///WI4CiGEEMI6pAZFJZo1a8apU6e4evUqXl5ebNu2jSlTppjWp6SkYDQa8fT0JD4+nn379vHaa6+h0Wh49NFH2bp1K127dmXlypUMHjwYgK1bt7J06VJ+/PFHHB3lUhcX6ZciRP7I34rIjXxrqYSjoyPvvvsu7dq1w2g0Mm7cOPz8/IiMjGTJkiWkpaXRo0cPAIxGI8OHDycsLAyAOXPm0K9fP0aMGEGHDh3o0qULACNGjCAzM5PWrVsD0Lt3byZNmmS5AKLES09PYc+eOZw+/R06XTz+/g/RqtVrNGjQvUD57N49h59+WkCFCrV59dWoHNNlZupYvLgTcXF/0anT/2jZcli2fGJjTxMbe4pp02IZNGgQy5cvL8SRidIgOTmZyZMns3btWuLi4qhTpw7jx4+nX79+uW534cI+Dhz4iJs3z6HT3cHFxZOKFevQosXL1KrVwSztsmW9uHz5ULY8HnqoLc8+uzrXfXzxRVY5xo49SblyfoU4QmFtEqCoSLdu3ejWrZvZsvuHE584ccLidqGhoRw7dizb8vPnz1u3gELVvv56CNeunaBjx4n4+dXg5MlNbNjwCopipGHDnvnK4/r1Uxw8+DHlylXIM+2ePe+QmctzPn7++VMCAupRu/YT/PbbV/k+DlE69ezZk6NHjzJ79mxq1arF6tWr6d+/P0ajkQEDBuS4nU53hwoVatOkyQA8PCqi08Xzyy8rWb36WXr0+IBGjXqZpffxqUbPnh+aLXN19cox//T0FL77biyenoEkJcUW7SCFVUmAIkQxuFuVnZqYwuKXrJ//uXO7+euvffTq9RENGmTVtIWEtCQ+PoadO2dQv/7TaLUOueZhMOjZvPkNmjZ9htjYM6SmZp+H566YmF85cmQZPXt+yLp1/7WYZsKEP9Fqs7q5nT27oZBHJkqDbdu2sXPnTlNQAtCuXTsuX77M2LFj6du3Lw4Olu/P+vWfpn79p82W1arVkfnzH+XYsVXZAhRHR1eqVHk432XbtettXF29qVWrI/v2zS/YgRVRfpuzyupwZOkkK0Qp8Pvv3+PsXI569Z4yW964cV+SkmKJiTmeZx7793+IThdP+/bjc02n12ewefMoHnnkeYKCGuWY7m5wIsSmTZvw8PCgd+/eZstfeOEFrl27xuHDBXtmjIODE66uXmi1RfuNffnyYY4d+5Ju3eah0cj9qjZyRYSqFXb6/7Zt21KnTh3Cw8MJDw83Le/bt69pWXBwMN27dy+Go7C9mzf/wN8/FAcH8w/sgIB6pvW5b3+OffsW0KXLbFxcyuWadu/e98nMTKV9+3FFK3QpUdh79PHHHzfdixUqVGDkyJEAPP/889SoUcO07tq1a8V1KDZz6tQp6tatm62zfsOGDU3r82I0GjEY9CQmxhIVNZfbt/+iRYuh2dLduXOZ2bPrMX16FRYseIzdu2eTmanLli4zU8fmzaN59NEXCQpqWMgjE7YkTTxCte5O/x8VFYWXlxdNmjShZ8+e+Pr6mqU7ePAgHh4e2bZfv3499evXN1v29ddfm14/88wzdOzY0TaFL2apqXfw8amabbmbW3kgqx0/J0ajkc2bR1G3budsnQ4fdP36KQ4cWMSAAStwdnYnJeV2kcpd0hXlHv3pp59Mr1u1amUWLC9cuJCuXbvatOzF6fbt29SoUSPb8rvn6fbtvO+jL798hgsXfgTAxcWT3r0/plYt87/fqlWbUb9+N/z9a5KZmcb583s4cGARf/99hEGD1pvV6u3Z8w6KYqBduzFFODJhSxKgCNUq7PT/+ZGens6OHTv48MMP805sI2PHBuDuda+2oqjDKx+coC+/Dh36hLi4i/TvvzzXdFl9VEZRv343atZsW6h9lTbWuEevXr3KxYsXTaPtSqvc7s/83LuRkTNIS0skKekGv/22kXXrXqZHj/mmPlcAHTq8abZNrVodKF++Cj/88BZ//LGDunU7A1l9qH7+eQnPPPMlTk5uhTwi2yir/U0skSYeoVqFnf7/rgEDBtCkSRMWLVqULe/vv/+exx57jPLly9uk7MXN3d2H1NTstSQ6XTwAbm4+FreLj48hKmoubdq8gYODEzpdAjpdAkajHkUxotMlmKrHf/75M+7c+Zs2bUaZ0qWnJwGg16f/u53BNgeoUkW9RwHWrVtHr169zH7djxkzhkaNGjF16lSLs0yXNH5+fhZrSe4+EPXBGifLedQgODicOnUi6NPnE2rUaMXWrZMwGo25btewYVYn2piYeyMds2oMIwkKamS6l/X6dADS05NJT0/O97EJ25EaFKFahZ3+v2bNmqxevZqgoCDi4uJ48sknCQsLo02bNqbt1q5dS9++fW1+DMWlYsU6nDr1DQaD3qwfyo0bZ/9dX9vidnfu/I1en8b27VPYvn1KtvVz5tSlefMX6dz5LW7e/IP09EQ++KBltnRRUe8QFfUOQ4f+QKVK9bOtL62Kco/etXbtWubOnWt6P2vWLAIDA9HpdPTr14+VK1cyaNAg2x1EMWjQoAFr1qxBr9eb9UM5efIkQLam2PwIDg7n/PkoUlNv4+GR97D4+zvB/vPPH/zzzx+cOfNdtnQLFz5GQEA9hg3bVeAyCeuSAEWolqXp/x98npCl6f9r1qxpWu7r60uvXr04evSoKUDR6XTs2rWLTz75pJiOxPbq1u3M8eNfcvbsVrMhmSdOrMPTM5DKlZtY3C4wMIxBg9ZnW759+xTS05N4+un38fLKqnJu1epVwsP7mKVLTr7Jhg2v0LTpc4SFdcPXN8SKR6V+RblHAa5cuUJMTAwtWrQwpb/7qAp3d3cGDhzITz/9VOIDlB49evDZZ5+xYcMGsx8GK1asICgoqMDPCVMUhUuXfsbV1TvH2sG7oqPXApj9DVi656Oj13LixFr69fscT09pZlEDCVCEahV2+n+9Xk98fDz+/v6kpaWxY8cOxo4da9pu27ZtPP7443h6etrjsHKU32m/LbdRD+TmzRXs3j2RJ55woGbNmowZs5Tz56Po2fND0xwof/89mRUrVnDhwgWqVasGVGL69OwPnKxTpwK3bmlYvvzeHBPTp0OFCqFm6QYNSmfDBujbtwFjxpjPR7F3717++ecfAAwGA5cvX2b9+qwvhjZt2lChQt6/etWusPfoXWvXrqV3795mtS7Xr1+nUqVKGAwGtmzZYha8lFSdO3emU6dODBs2jMTERGrWrMmaNWvYvn07q1atMs2BMmTIEJYtW8GIEYcoX74yAGvWPE9AQD0CA+vj7u5DUlIs0dFruXz5EJGRM001hpcvH2bfvgXUrdsZH5+q6PXp/PlnFMeOrSIkpBW1at17mntISPZzeunSQQCqVHlEZpJVCQlQhGoVdvr/lJQUIiIiyMzMxGAw0KdPHzp37mzKd+3atfTp0yen3ZZYGzduZNKkSUyZMoW4uDh8fGrSq9cis6nuDQYDBoOhWPo1TJ06lb1795re//jjj/z4448AREVF0bZtW5uXwdaK8ogKyLoXFy5caJbnwIEDuXXrFgaDgbZt2/LSSzaY2c8OHrw/69Spw5o1a8ymus+6N83vzypVHuHMma0cObKc9PQkXF29CApqxIABK81G8Xh4VESrdWDv3vmkpsah0Wjw9Q2hXbuxtGgxVOblKYEkQBGqVpjp/8uVK2dx6v+77h9qXJp4eHiwYMECFixYAFiufVm+fHm+nodzN5DIS/Xq1XMMdvKbR0lX2EdUABYnKNuzZ4/1CqciD96flixfvpyQkFlmy1q1epVWrV7NM38/vxAGDvyi0OVr126MDDlWGQkphRBCCKE6UoMihIoVZU6E/G5r7XRC5FdR5/4RpZvUoAghhBBCdSRAEUIIIYTqSIAihBBCCNWRAEUIIYQQqiMBihBCCCFURwIUIYQQQqiODDMWQghhF/l9vENZkv/HW5R+UoMihBBCCNWRAEUIIYQQqiMBihBCCCFUR/qgCCGEsIuy3t/EkrLa38QSqUGxkvuf6Focj7IXQgghSjMJUKwkMzPT4mshhBBCFJw08QghhBB2IM05uZMaFCtxcnKy+FoIIYQQBScBipVoNBqLr4UQQghRcBKgCCGEEEJ1pA+KEEIIu5Cp7kVupAZFCCGEEKojAYoQQgghVEcCFCGEEEKojvRBEUIIoRr5nRtE+qqUflKDIoQQQgjVkQBFCCGEEKojTTxCCCFKnJI4RHnsmACcPXzsXYwSQ2pQhBBCCKE6UoMi8i0pJR29xLRFoktON73OTIojkzQ7lqZ0yEzWmV6npKaQ6WC0Y2lKvvTUe/doemIi6NNzSa0uWn2ivYuQjQNJ4HD3nWLPopQ4EqCIXCnKvT+o9dOPolEcckkt8qIomabXS0YNs2NJSg8HjRP/qT4KgJT5f5Bi5/KUdJkYwDXr9fufLrZvYQpKhR9PrqSaXisZqYCv/QpTwlj957Ber2fy5MmEhITg5uZGjRo1eOuttzAa7/2qURSFadOmERQUhJubG23btuX06dPWLoqwgkyNRPzW5YjGIcjehShVDEom/6TF2LsYpYYjWgKM3vYuRqnkqDfYuwglitVrUObMmcPHH3/MihUrCAsL45dffuGFF17A29ubESNGAPDOO+/w3nvvsXz5cmrVqsWMGTPo1KkTf/zxB56entYukiiC+5/M/PTUR/Aq52bH0pR8upREfD/qD2Sie/VX3N3lfi+qVF0cbb/rhYPWie3dNuLmJr9QiyI16Q5tOryOAQPB27/D3bNkd+qc++4Ns/djRwfkmaao6e5nTLoNSz8BQOPsnmtaYc7qAcqhQ4d4+umn6dKlCwDVq1dnzZo1/PLLL0BW7cn8+fOZNGkSPXv2BGDFihUEBASwevVqhg4dau0iFYiiKCiZBW/DNmbci4zTU9LM3ueXs7sLWq16+3h4ejjj7eFi72KUaE4aZ5wdstr09R4+OHnIL9WicnJU0Dsp6MnA3b2cBH1FpOgz0BgycAScvbxw9S5v7yIVidFRZ/betXz5PNMUNZ3ZNujve6fJMZ3IzuoBSqtWrfj44485d+4ctWrV4sSJE+zfv5/58+cDcPHiRWJjY3niiSdM27i4uNCmTRsOHjxoMUBJT08nPf1eR63ERNt0hFIUhX8+/o2MywXP//5223cXvFeo/Qc6+fLfCa+pOkgRQgghioPVA5Q333yThIQE6tSpg4ODAwaDgbfffpv+/fsDEBsbC0BAgHm1WEBAAJcvX7aY56xZs5g+fbq1i5qNkmksVHAC99ptb2gTCr3/2Mw4MlLTcfWQZhQhhLCG/Eydn9/p9fObTliH1QOUr7/+mlWrVrF69WrCwsKIjo5m5MiRBAUFMWjQIFO6+/s2QFbtxYPL7powYQKjRo0yvU9MTKRKlSrWLrqZSpObo3EuWJfw/yotyMzMzDvhAzJS0nhv8QLT63xTQMnMakrSODnYpPawQOURQgghrMTqAcrYsWMZP348/fr1A6BBgwZcvnyZWbNmMWjQIAIDA4GsmpRKle5Fozdv3sxWq3KXi4sLLi7F2/dB4+yAtoABCoCDS9FO6d1ARY3uH3IshBBC2JLVA5TU1NRsfSgcHBxMw4xDQkIIDAxk586dNG7cGICMjAz27t3LnDlzrF2cEsHZ3YVAJ19iM+PsXZQcBRi9cVLjJANCCNWxNOW8NI+IgrJ6gPLUU0/x9ttvU7VqVcLCwvj111957733GDx4MJDVtDNy5EhmzpxJaGgooaGhzJw5E3d3dwYMGGDt4pQIWq2W/054jYzUAs7YWAxNPKkpGSS8/yuOaHNsghNCCCGszeoBygcffMD//vc/XnnlFW7evElQUBBDhw5lypQppjTjxo1Dp9PxyiuvcOfOHZo3b84PP/xQpudA0Wq1quwca0ArNSdCCCGKndUDFE9PT+bPn28aVmyJRqNh2rRpTJs2zdq7F0IIIUQpIM/iEUKIMsRS/5D7KYY79P339bx3b6BxyCiW/RaU9Gkp/WRGMCGEEEKojgQoQgghhFAdCVCEEEIIoToSoAghhBBCdSRAEUIIIYTqSIAihBBCCNWRAEUIIYQQqiPzoAghRAlj7TlFSiJ53k/pJzUowm6Sk5MZOXIkQUFBuLq6Eh4ezldffVXgfCZPnoxGo6F+/foW1+/atYvHHnsMd3d3/P39ef7557l586ZZmmPHjvHqq6/SoEEDPD09CQgIoGPHjuzZs6dQxyaEEKJoJEARdtOzZ09WrFjB1KlT+f7773nkkUfo378/q1evznce0dHRzJs3j4CAAIvr9+7dS+fOnQkICGDz5s0sWLCAXbt20aFDB9LT7z2ccc2aNRw5coTBgwezefNmlixZgouLCx06dGDlypVFPlYhhBAFI008wi4GDlzFzp076dXrI2JjuxEbC5999hmXL19m7Nix9O3bFwcHyw8pvFu1azDo+eyzZwgPf4bY2DPcvBlnVu07dWolxo4dS61atVi/fj2Ojlm3e0hICC1btuTzzz9n2LBhQNYDLOfNm2e2n8jISJo0acJbb73Fc889Z4vTIISwsQebgqQZqOSQGhRhF7///j3OzuWoV+8ps+UvvPAC165d4/Dhw3nmsX//h+h08bRvP97i+qtXr3L06FGeffZZU3AC0KJFC2rVqsWmTZtMyypWrJhtewcHBx5++GGuXLmS38MSQghhJRKgCLu4efMP/P1DcXAwr8Rr2LAhAKdOncpj+3Ps27eALl1m4+JSzmKau3nczfPB/eS1D71ez08//URYWFiu6UqSLVu2ULt2bUJDQ1myZEm29dWrV6dhw4aEh4cTGRlpWv74448THh5OeHg4FSpUYOTIkQA8//zz1KhRw7Tu2rVrxXUoqlTY89u2bVvq1KljOo9l2R9/7OSDD1qxcGFLjh37Mtv6999vxqJFHVi8uCOrVj1jWh4Xd4mmTZtSs2ZNXn75ZRRFAeDYsS9ZuLAl06YFkZ6eUmzHIYpOmniEXaSm3sHHp2q25b6+vgDcvn07x22NRiObN4+ibt3O1KrVIcd0d/O4m+eD+8ltHwDTpk3j/PnzfPPNN7mmKyn0ej2jRo0iKioKLy8vmjRpQs+ePbOdn4MHD+Lh4WG27KeffjK9btWqFd27dze9X7hwIV27drVp2UuCopxfgPXr1+fY0busMBj07NgxneefX4eLiyeffBJB3bqRuLv7mKUbMuTbbD9Mdu6cwTvvTKNr16706NGDrVu30rVrVypXbsKzz65h+fL/FOehCCuQAEUUWlGHOmo0mmz5JSXdAGD37iQyMiznf+jQJ8TFXaR//+WF2k9eywGWLFnC22+/zejRo3n66afztR+1O3LkCGFhYQQHBwNZfWx27NhB//79853H1atXuXjxIq1bt7ZVMUssa5zf/MpvP4qSNhz56tVfqVixFl5eWccXGtqeCxd+ZP36V0xpli1zYOLEQLMgT1EUPvnkV7p06QLAc889x3fffUfXrl1ZtKg9AN98k7WdKDmkiUfYhbu7D6mpd7It1+niAXBz88m2DiA+PoaoqLm0afMGDg5O6HQJ6HQJGI16FMWITpdAZqYOAD8/P8BybUxcXJzFmhWAZcuWMXToUP773/8yd+7cwhyeKl27ds305QlQuXJlrl69apZGo9HQunVrmjVrxoYNG7LlsW7dOnr16oVWe++jY8yYMTRq1IipU6eaqtXLoqKe3wEDBtCkSRMWLVpULOVVo6SkG3h63gsivLwqkZgYa5bG0jm8ffs2vr6+ph8dls69KHmkBkXYRcWKdTh16hsMBr1ZP5QbN87+u762xe3u3PkbvT6N7dunsH37lGzr58ypS/PmL9K581um6vKTJ0+atfffXWapOn3ZsmW8+OKLDBo0iI8//jjXWpaSxlLw8ODxHThwgKCgIGJiYmjfvj2NGjWiZs2apvVr1641C9pmzZpFYGAgOp2Ofv36sXLlSgYNGmS7g1Cxopzf1atXExQURFxcHE8++SRhYWG0adOmuIquIoU7h97e3nlupzaK0YguLc52O8hIBY0GN0VB3WciZxKgCLuoW7czx49/ydmzW6lf/14TyokT6/D0DKRy5SYWtwsMDGPQoPXZlm/fPoX09CSefvp9U/VwcHAwzZo1Y9WqVYwZM8Y0bPnnn3/mjz/+MHX0vGv58uW8+OKLPPPMMyxZskT1H3AFFRwcbParMiYmhubNm5ulCQoKArJ+gXbo0IHo6GhTgHLlyhViYmJo0aKFKX2lSlnn2t3dnYEDB/LTTz+V2QClKOf37nJfX1969erF0aNHy2SA4ukZSFLSvRqTxMTrBAc3Nktj6Rz26tWLuLg4FEVBo9EQExNjujfVSDEaeW5lU6I1mbbdUfUqNE5LY0UJDVIkQBGFZqkdPL9t3qGh7alRozVbtkwgPT0ZX9/qnDz5DefPR9Gz54dotVnBxObNo4iOXseIEYcoX74ybm7ehIS0yJafq6s3RqPBbN306depW3ccX3zRj/r1n+KRRwaRknKLXbtmUrFiHa5efZLp068zdWol1q1bx5AhQwgPD2fo0KEcOXLELP/GjRvj4uJSkNOjOs2aNePUqVNcvXoVLy8vtm3bxpQp92qhUlJSMBqNeHp6Eh8fz759+3jttddM69euXUvv3r3NArfr169TqVIlDAYDW7ZsMQteyprCnl+9Xk98fDz+/v6kpaWxY8cOxo4da5UyFeVv1B6Cgxtz8+YfJCZex8XFkz//3EObNm+Y1ud0DjUaDY8++qipY+zKlSsZPHiwHY8kd7q0ONsHJ//61dUVnUaDe7HszbokQBF207fvUvbsmU1U1Fx0unj8/WvSq9ciGjTobkpjNBpRFEOh+zaEhLRg4MAviIqax5o1z+Pk5EatWh3p1Ol/ODreCzi2bt2K0Wjk+PHjtGzZMls+Fy9epHr16oUqg1o4Ojry7rvv0q5dO4xGI+PGjcPPz4/IyEiWLFlCWloaPXr0ALLO+/Dhw82GWK9du5aFCxea5Tlw4EBu3bqFwWCgbdu2vPTSS8V6TGpS2PObkpJCREQEmZmZGAwG+vTpQ+fOne18NPbh4ODIE09MYfny3iiKkZYtX8Hd3Tdf9+icOXPo168fI0aMoEOHDqYOs0uXLmXq1KnExsZSu3ZtBg4cyDvvvFOsx6UAOo0Goy4OrTPoUu817fzYZQNu7pb7wxWFTq+j7aZ/m7ZLaG2wRimBvdoSExPx9vYmISEBLy8vq+VrzDBwbcpBAILeaoHW2fJMpmVJSnI6d2Zk1Sb4TG5GOY/caxHU/OssJ8U5s2RqcgLu87KGV6eO+Rt3j+xt56JgUlNv0XxdOwAO947C3d3fziVSt7z+RhXDHfqu7QXA1302oHGw3GG9OJXk2V8Nd/7h+bUtiXa1/Nlpq3s2NTOV5quzmhgPDziMu5M66lAK8v0tNSgi3+bOvYFG62TvYlhdfoOqkvwhKcRded3HyQnOXFlr/X2U1acP67SaHIOTxoozbq7Wrz0pLSRAEUIIIWzlvuaVPU9upJznvRopN1dfNFqZ7SMnEqAIIYQQxcDNzRd3dz97F6PEkNBNCCGEEKojNShlXJ4d5oyZvFhMZRFCqMuY0QF4eFvnF39Z6G8irEtqUIQQQgihOhKg2JG1H80+btw4GjZsSKNGjejduzepqanFcRhCCCGE1UmAYid3H82+Z88ejh8/zpw5c4iLy/5choMHDxIdHc22bdvMlq9fv57o6Giio6NNyyZPnsxvv/3GiRMnCAkJ4ZNPPrH1YQghhBA2IQGKndz/aHZPT0/To9mL4u6kN4qikJycXOqeJSOEEKLskAAlB0qGAWMh/uV3Yl5bPZp9+PDhBAUFcebMGYYOHVrIoxdCCCHsS0bx5OD6jMOF2s65mhcVXm6YZ+2FrR7NvnDhQubPn8/o0aP56quveOGFFwp1HEIIIYQ9SQ3KfTROWpyrFe3ZPhmXE1EyjXmms/Ro9gcfD27pseL3L7//0ez302q19OvXj/Xr1xflUIQQQgi7kRqU+2g0Giq83DBfAcaDlAxDgWpdbPFo9j///JPQ0FAAvvvuO+rUqVPg4xBCCCHUQAKUB2g0GjSFeIpxQUMaWzyafdSoUVy8eBGtVktYWBgff/xxgY9DCCGEUAMJUOyoW7dudOvWzWzZ/cOJT5w4kW2bcuXKcezYMYv5fffdd9YtoBBCCGEnEqAIkU9l9XHxQghhD9JJVgghhBCqIwGKEEIIIVRHAhQhhBBCqI70QRGiCKRfihBC2IbUoAghhBBCdSRAEUIIIYTqSBNPGWepOcJSs4XIP2n2EUKIopMaFCGEEEKojgQoQgghhFAdCVCEEEIIoToSoAghhBBCdSRAEUIIIYTqyCgekSdFUTAABkUPhqLnp8cIgGMZio8TktIB0KVk4GR0ASAzJZlMRVO0jBUFMtOyXju5gqaI+eW4GwUHQwYaG+VfFEZdHC4ZCgCpSXEYM4texjSDDgBXB7ci51XS6JLjTK8NcXHo9TmnVRSFNCdyvy8UBSUt6x7VuNruHlWr1OQ79i5CiSUBisidorA/2UCcQSGQS/YuTYm1auz5+959lfXf1D/sUpbC8k64QJNf30ONXy9f/Pv/P+8+bddylDbXOnfLM83vlWHKMw5lLvAQticBShmX15wnjmiIMyjFVBqhZgneD2HUOuNgzLB3UYSK1IkBl0xId7Z3SdSt7h133D187F2MEkUCFJErzX2/l29VqI5eU/RbprQ38YwZG5B7AkXBjXTrNJcUQxNPekIqK2acAeCh77/Fxbuc1fdRVIqioNNorHb8ZbmJB7LOp6s+96ablKQ7XHvyKQC2RW7C3dM3p8zKdBPPXe4ePmi1pfMzz1YkQBH55qhxAoei3zKl/abz9nTJRypXa+7RinllZ9Tf+0LRevmiLe9p0/0VlodK8yqt7v8ocPfwxcPLL+fEtr1FRSkl4ZwQQgghVKe0/5gVwqbkGTtCCGEbUoMihBBCCNWRAEUIIUSZs2XLFmrXrk1oaChLlizJtr569eo0bNiQ8PBwIiMjTcsff/xxwsPDCQ8Pp0KFCowcORKA559/nho1apjWXbt2rbgOpdSSJp4yzlITRV5Dj8sqac4RonTQ6/WMGjWKqKgovLy8aNKkCT179sTX13wk0sGDB/HwMO8y/dNPP5let2rViu7du5veL1y4kK5du9q07GWJ1KAIIYQoU44cOUJYWBjBwcF4enoSGRnJjh07CpTH1atXuXjxIq1bt7ZRKYUEKKJUSk9P4fvvpzBvXmP+7/9CWLy4IydPflPgfHbvnsO0aUF89FE7C/tIZ+7cudSvX59y5coREBBA586dOXjwoFm6K1eu0KNHD2rUqEG5cuXw9vamcePGfPjhh+hzm0dcCGET165dIzg42PS+cuXKXL161SyNRqOhdevWNGvWjA0bNmTLY926dfTq1ctsbpMxY8bQqFEjpk6diqLIBJdFZZMA5erVqzzzzDP4+fnh7u5OeHg4x44dM61XFIVp06YRFBSEm5sbbdu25fTp07Yoiiijvv56CCdOrKNt21E888wqgoPD2bDhFX77bWO+87h+/RQHD35MuXIVLK5/6aWXGD9+PN27d+e7777jo48+4p9//qFNmzYcOXLElC4lJQUvLy/+97//8e233/LVV1/RqlUrXn/9dV5++eUiH6sQomAsBQ8PTkp34MABjh8/zsaNG5kwYQLnz583W7927Vr69u1rej9r1izOnj3LoUOH+PXXX1m5cqVtCp9POr3O4uuSxOp9UO7cuUPLli1p164d33//PRUrVuTChQuUL1/elOadd97hvffeY/ny5dSqVYsZM2bQqVMn/vjjDzw91TkJVFlyf1+L9KQMloz9E8iaIdXF89581mrtq3Lu3G7++msfvXp9RIMGPQAICWlJfHwMO3fOoH79p9FqHXLNw2DQs3nzGzRt+gyxsWdITY0zW5+ens7q1asZMGAAM2bMMC1v2bIlQUFBfPnllzRr1gyAOnXqsGLFCrPtO3fuzM2bN1mxYgUfffQRLi75mdxNCGENwcHBZjUmMTExNG/e3CxNUFAQkFW70qFDB6Kjo6lZsyaQVSsaExNDixYtTOkrVcr63HR3d2fgwIH89NNPDBo0yNaHUqpZvQZlzpw5VKlShWXLltGsWTOqV69Ohw4deOihh4CsyHX+/PlMmjSJnj17Ur9+fVasWEFqaiqrV6+2dnFEGfT779/j7FyOevWeMlveuHFfkpJiiYk5nmce+/d/iE4XT/v24y2u12q1aLVavL3Np8j08vJCq9Xi6pr3TLEVKlRAq9Xi4JB7sCRsS0ZzlD3NmjXj1KlTXL16laSkJLZt20ZERIRpfUpKCklJSQDEx8ezb98+6tata1q/du1aevfubVbrcv161g82g8HAli1bCAsLK6ajsczN0c3i65LE6jUo3377LREREfTu3Zu9e/cSHBzMK6+8wksvvQTAxYsXiY2N5YknnjBt4+LiQps2bTh48CBDhw61dpFEGXPz5h/4+4fi8MC0/AEB9Uzrq1Z9JJftz7Fv3wL69l2Ci4vl5844OTnxyiuvsHTpUjp27Ej79u2Ji4tj4sSJeHt7m+73+ymKgsFgICkpiR9++IHly5czevRoHB1lMJ29yGiOssnR0ZF3332Xdu3aYTQaGTduHH5+fkRGRrJkyRLS0tLo0SOr9tVoNDJ8+HCzgGPt2rUsXLjQLM+BAwdy69YtDAYDbdu2tfgZIArG6p+Mf/31F4sXL2bUqFFMnDiRI0eOMHz4cFxcXHjuueeIjY0FICDA/IFqAQEBXL582WKe6enppKenm94nJiZau9iiFElNvYOPT9Vsy93cygOg093JcVuj0cjmzaOoW7cztWp1yHU/77//Pt7e3vTq1QujMesBiFWrVmXPnj2mquD7zZkzhwkTJgBZ7d0TJ040ax4Sxe/+0RyAaTRH//79852HjOYombp160a3bt3Mlm3bts30+sSJEzlue/jw4WzL9uzZY73CCcAGAYrRaKRp06bMnDkTgMaNG3P69GkWL17Mc889Z0r3YIckRVFyfHLmrFmzmD59urWLKopIzXOoFPZJwYcOfUJc3EWOH8/qPwUQFeXMrVvZ/1Tefvtt5s2bx7Rp03j88cdJTEzkww8/pFOnTvzwww80btzYLP3zzz9Px44diYuLY8+ePcydO5eEhAQ++OCDQpVVFF1BRnM4Ojry5ptv0qtXL7P1OY3mmDRpEt27d2fatGnWeXK1EGWM1QOUSpUqUa9ePbNldevWNQ3TCgwMBCA2NtbUqQjg5s2b2WpV7powYQKjRo0yvU9MTKRKlSrWLrooJdzdfUhNzV5LotPFA+Dm5mNxu/j4GKKi5tKx40ScnZ2Jj89Kr9frMRqNxMfH4+LigpubG2fPnmXKlCm88847jBkzxpRH586dqVevnqnZ4H6BgYGm+/+JJ57Ax8eH8ePHM3jw4GzBjCge+R3NERQURExMDO3bt6dRo0ZmNWRr165l7ty5pvezZs0iMDAQnU5Hv379WLlypXSWFKIQrN5JtmXLlvzxxx9my86dO0e1atUACAkJITAwkJ07d5rWZ2RksHfvXrMe0fdzcXHBy8vL7J8QOalYsQ63bv2JwWA+x8iNG2f/XV/b4nZ37vyNXp/G9u1T8PHxMf07cOAAZ8+excfHx9REc+LECRRF4ZFHzPuyODk50ahRI06dOpVnOe+O8jl37lyBj1FYh6XRHPf/cALLoznuymk0h0ajMY3mOHr0qG0PQohSyuo1KG+88QYtWrRg5syZ9OnThyNHjvDpp5/y6aefAlm/TkaOHMnMmTMJDQ0lNDSUmTNn4u7uzoABA6xdHFGCWKvJqG7dzhw//iVhYQfN5ino3PlbgoKC+PTTLhZHzsTHd+D556OyLR85ciQJCQksW7aMypUrA/e+tH7++WfatGljSpuens7x48dN6XJzt4bFUn8VUTzuH83h5eXFtm3bmDJliml9SkoKRqMRT09P02iO1157zbQ+p9EclSpVMo3myOmHlxAid1YPUB555BE2bdrEhAkTeOuttwgJCWH+/PkMHDjQlGbcuHHodDpeeeUV7ty5Q/Pmzfnhhx9kDhRhFaGh7alRozXDhg0jMTGRmjVrsmbNGrZv386qVatMwcmQIUNYsWIFFy5coFq1apQvX562bdtmy698+fLo9Xqzda1ateKRRx5h2rRppKam0rp1a1N/kosXL/LFF1+Y0k6dOpUbN27QunVrgoODiY+PZ/v27Xz22Wf07t2bhx9+2NanRORARnMIoV42Gd/YtWvXXIfYaTQapk2bxrRp02yxeyHo23cpKSkfMGXKFOLi4qhTpw5r1qyhX79+pjQGgwGDwVCoKam1Wi07d+5k7ty5rFu3jnnz5uHh4UG9evXYtm0bnTt3NqVt2rQpCxcu5JtvvuH27du4urpSr1493n//fYYNG2aV4xWFJ6M58sdoNJKadK9vly4559FwQliDTMAgSiUXl3LMnLmABQsW5Jhm+fLlLF++PM+8fvzxR4vLvb29mTFjRp5DhZ966imeeuqpXNMIoWZGo5Fdkc2ocinF3kURZYgEKMLmLPUtKY5thRDWkZp0J8fg5EqIB7U9LY+ME6IoJEARQgiRb/67v8PN415AUtvTx2wOGCGsRQIUIYQQ+ebm4YOHt5+9iyHKAAl7hRBCCKE6UoMirEr6jAghhLAGCVBsQMkwYLR3IaxEyTDYuwhCRTISzTtKOnmXk/4HQgibkADFBq7PyD43QkmlL8QcIaL0WjnrjNl7H30s/T7tJ0GKEMLq5FPFSjROWpyrle5nBGmc5HYpi5y8y+Gjj7W47o5jIJkJMjeGEML6pAbFSjQaDRVeboiSWVoad7Jkphtg7H4g+1NeRdmg1Wrp92k/s0AkIzElW22KEEJYkwQoVqTRaNA4Z38IXUmmlRYeQVaQ4uIjz8oSQhQfqbMXQgghhOpIgCKEEEII1ZEARQghhBCqIwGKEEIIIVRHAhQhhBBCqI4EKEIIIYRQHRlmLPItM12mvS8oRVHQZ2TNjePorC01c8lkZtyb78eYpsOYWrqG15dKioIxLQ0ArasrFOBeVHQ60+s0gw5tZqrViyesS6fX5Z1I5SRAEfm2bNx+exdBqNCFDp1wMGbYuxiimDy54UnSnUtHoC3UTZp4RK4cnbVUesjb3sUQKuWdcAGtBCdlxu+VId3J3qUQBdG4YmPcHN3sXYxC0ShKyXsaXGJiIt7e3iQkJODlVbqff6MG9zdTiIIprU08kHVsDob0UnVMpVoRmniyNldIc5JHXpQ0bo5uqrpmBfn+liYekSeNRoOTi/QxKCxnV3uXwJbkI6Qk0ZYrV6Tti7a1EAUjTTxCCCGEUB0JUIQQQgihOhKgCCGEEEJ1JEARQgghhOpIgCKEEEII1ZEARQghhBCqIwGKEEIIIVRHAhQhhBBCqI4EKEIIIYRQHQlQhBBCCKE6EqAIIYQQQnUkQBFCCCGE6kiAIoQQQgjVKZGPIlUUBch6bLMQQgghSoa739t3v8dzUyIDlKSkJACqVKli55IIIYQQoqCSkpLw9vbONY1GyU8YozJGo5Fr167h6emJRqOxd3FMEhMTqVKlCleuXMHLy8vexSnT5Fqoh1wL9ZBroR5l9VooikJSUhJBQUFotbn3MimRNSharZbKlSvbuxg58vLyKlM3nJrJtVAPuRbqIddCPcritcir5uQu6SQrhBBCCNWRAEUIIYQQqiMBihW5uLgwdepUXFxc7F2UMk+uhXrItVAPuRbqIdcibyWyk6wQQgghSjepQRFCCCGE6kiAIoQQQgjVkQBFCCGEEKojAYoQQgghVEcCFCtZtGgRISEhuLq68vDDD/PTTz/Zu0il3qxZs3jkkUfw9PSkYsWKdO/enT/++MMsjaIoTJs2jaCgINzc3Gjbti2nT5+2U4nLjlmzZqHRaBg5cqRpmVyL4nP16lWeeeYZ/Pz8cHd3Jzw8nGPHjpnWy7UoHnq9nsmTJxMSEoKbmxs1atTgrbfewmg0mtLItciFIorsq6++UpycnJTPPvtMOXPmjDJixAilXLlyyuXLl+1dtFItIiJCWbZsmXLq1CklOjpa6dKli1K1alUlOTnZlGb27NmKp6ensmHDBuXkyZNK3759lUqVKimJiYl2LHnpduTIEaV69epKw4YNlREjRpiWy7UoHnFxcUq1atWU559/Xjl8+LBy8eJFZdeuXcr58+dNaeRaFI8ZM2Yofn5+ypYtW5SLFy8q69atUzw8PJT58+eb0si1yJkEKFbQrFkz5eWXXzZbVqdOHWX8+PF2KlHZdPPmTQVQ9u7dqyiKohiNRiUwMFCZPXu2KU1aWpri7e2tfPzxx/YqZqmWlJSkhIaGKjt37lTatGljClDkWhSfN998U2nVqlWO6+VaFJ8uXboogwcPNlvWs2dP5ZlnnlEURa5FXqSJp4gyMjI4duwYTzzxhNnyJ554goMHD9qpVGVTQkICAL6+vgBcvHiR2NhYs2vj4uJCmzZt5NrYyKuvvkqXLl3o2LGj2XK5FsXn22+/pWnTpvTu3ZuKFSvSuHFjPvvsM9N6uRbFp1WrVuzevZtz584BcOLECfbv309kZCQg1yIvJfJhgWpy69YtDAYDAQEBZssDAgKIjY21U6nKHkVRGDVqFK1ataJ+/foApvNv6dpcvny52MtY2n311VccP36co0ePZlsn16L4/PXXXyxevJhRo0YxceJEjhw5wvDhw3FxceG5556Ta1GM3nzzTRISEqhTpw4ODg4YDAbefvtt+vfvD8jfRV4kQLESjUZj9l5RlGzLhO289tpr/Pbbb+zfvz/bOrk2tnflyhVGjBjBDz/8gKura47p5FrYntFopGnTpsycOROAxo0bc/r0aRYvXsxzzz1nSifXwva+/vprVq1axerVqwkLCyM6OpqRI0cSFBTEoEGDTOnkWlgmTTxF5O/vj4ODQ7bakps3b2aLioVtvP7663z77bdERUVRuXJl0/LAwEAAuTbF4NixY9y8eZOHH34YR0dHHB0d2bt3LwsXLsTR0dF0vuVa2F6lSpWoV6+e2bK6devy999/A/J3UZzGjh3L+PHj6devHw0aNODZZ5/ljTfeYNasWYBci7xIgFJEzs7OPPzww+zcudNs+c6dO2nRooWdSlU2KIrCa6+9xsaNG9mzZw8hISFm60NCQggMDDS7NhkZGezdu1eujZV16NCBkydPEh0dbfrXtGlTBg4cSHR0NDVq1JBrUUxatmyZbbj9uXPnqFatGiB/F8UpNTUVrdb8a9bBwcE0zFiuRR7s2EG31Lg7zHjp0qXKmTNnlJEjRyrlypVTLl26ZO+ilWrDhg1TvL29lR9//FG5fv266V9qaqopzezZsxVvb29l48aNysmTJ5X+/fvLEL5icv8oHkWRa1Fcjhw5ojg6Oipvv/228ueffypffvml4u7urqxatcqURq5F8Rg0aJASHBxsGma8ceNGxd/fXxk3bpwpjVyLnEmAYiUfffSRUq1aNcXZ2Vlp0qSJaairsB3A4r9ly5aZ0hiNRmXq1KlKYGCg4uLiorRu3Vo5efKk/QpdhjwYoMi1KD7fffedUr9+fcXFxUWpU6eO8umnn5qtl2tRPBITE5URI0YoVatWVVxdXZUaNWookyZNUtLT001p5FrkTKMoimLPGhwhhBBCiAdJHxQhhBBCqI4EKEIIIYRQHQlQhBBCCKE6EqAIIYQQQnUkQBFCCCGE6kiAIoQQQgjVkQBFCCGEEKojAYoQQgghVEcCFCGEEEKojgQoQgghhFAdCVCEEEIIoToSoAghhBBCdf4fg95vNRRJCMQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "blueAreas = \"mud\"\n",
    "for p in range(nPixels):\n",
    "    if pixelGOP[p] < 0.5:\n",
    "        if blueAreas == \"mud\":\n",
    "            blueAreas = pixelPoly[p]\n",
    "        else:\n",
    "            blueAreas = blueAreas.union(pixelPoly[p])\n",
    "fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,10)\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4aba7f65-38b0-48e9-9fc9-3974915501d8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#patching minor holes\n",
    "oldBlues = list()\n",
    "newBlues = list()\n",
    "for i,geo in enumerate(blueAreas.geoms):\n",
    "    if i < 12 and i >=8:\n",
    "        plotPoly(geo)\n",
    "        plotCenter(i,geo)\n",
    "        if i ==8:\n",
    "            newBlues.append(translate(geo,xoff=1,yoff=0))\n",
    "            oldBlues.append(geo)\n",
    "        if i ==10:\n",
    "            newBlues.append(translate(geo,xoff=0,yoff=1))\n",
    "            oldBlues.append(geo)\n",
    "        if i == 11:\n",
    "            newBlues.append(translate(geo,xoff=-1,yoff=0))\n",
    "            oldBlues.append(geo)     \n",
    "for geo in newBlues:\n",
    "    plotPoly(geo)\n",
    "plt.show()\n",
    "oldBlueAreas = blueAreas\n",
    "for geo in oldBlues:\n",
    "    blueAreas = blueAreas.difference(geo)\n",
    "for geo in newBlues:\n",
    "    blueAreas = blueAreas.union(geo)\n",
    "plotPoly(blueAreas)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d05df1cc-7bc9-4a7c-9e00-a53b8030aa08",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#another patch\n",
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(blueAreas.geoms):\n",
    "    if i == 3:\n",
    "        oldgeo = geo\n",
    "        newgeo = translate(oldgeo,xoff=-1,yoff=0)\n",
    "        blueAreas = blueAreas.difference(oldgeo)\n",
    "        blueAreas=blueAreas.union(newgeo)\n",
    "for i,geo in enumerate(blueAreas.geoms):\n",
    "    plotPoly(geo)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d45a344d-a365-48f2-a683-5f0f2f158a87",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d4db4de0-d404-4614-8a69-6c03289d6953",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo\n",
    "    else:\n",
    "        if i==7:\n",
    "            geo = translate(geo,xoff=0,yoff=1)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "        \n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9e17ee8f-2977-46fd-9311-4efc858be91f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo\n",
    "    else:\n",
    "        if i==1:\n",
    "            geo = translate(geo,xoff=-1,yoff=0)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "        \n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "eb91b61f-57f1-4878-98f0-1c25db3d30ee",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=0,yoff=-1)\n",
    "    else:\n",
    "        if i==7:\n",
    "            geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cb269b01-a9c4-4acb-bb7a-16e836950f12",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=0,yoff=2)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "95f469b8-23c0-4f48-a28c-90d63a3777f4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=-2,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "aaa4823c-70fd-48a5-a22f-69209c755d4c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo\n",
    "    else:\n",
    "        if i==1:\n",
    "            geo = translate(geo,xoff=4,yoff=-2)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "133fed98-c996-457b-85ce-38a53bc8784e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=20,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2dee28af-7fdf-413d-aae1-6d9215ba0664",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=-10,yoff=1)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a758a50b-0c58-4992-9494-bcb01db89b8b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Jl5POo9W6ULNmKwA8PSvZuERCiJKQAEUIUSZcTYnH1dWTlSuHkpp6mQYNetK+/UhbF0sIUUwSoAi7Zm99HBxJeZsHxaAYuHDpN557bgsVKlTm88+HEBLShPvu61Cq5ZA5T4SwDBnFI4QoEypWqExIUCN8fUNwdnYjLKwzV64ct3WxhBDFJAGKEBaWk5PJ22+3YPPmGbYuSrlSs2p90jOuodMloygKFy78SuXKYbYulhCimKSJRwgL++WXhYSENLN1McodJ60T3TqO5dNPY1BVlfvu60C9ejL7sRCOSgIUISzo+vW/uHbtDHXrduPq1VM2LUt5nAelbp0O3BcebetiCCEsQJp4hLCgn356lS5dJtm6GEII4fAkQBHCQk6d2oS/f20qV77P1kURQgiHJ008QlhIfPwhjh37luPHN5CTk4Gi6HFz86ZjxzG2LpoQQjgcCVCEzaSnpzNlyhRWr15NUlIS9evXZ+LEiQwcOLBI+WzbNodffnmHKlXq8cILsSbr/vhjC8ePf8+VK8e4du0MiqJn+vREs/lcu3aWbdtmce7cbvT6bAICwnnwwZHUrx9VqHJ07foyXbu+DMDhw19x9eqpUg1OsrMz2L59DsePf49Ol8z69YU7n1u3bmXOnDkcP36c69ev4+vrS8OGDRk3bhzR0bf6c5w/f57Q0NC75nPffR15/PGVJsv+/vsUO3a8xfnze8jOTsfLqyphYV3o2XNWyQ7WRu48x5Ur30e7di/SqFHvIuUzZcoUXn/9dSIiIjh27Fi+9RkZGcyZM4cvv/ySCxcu4OXlRePGjfnoo48IC5ORSaJ8kABF2ExMTAwHDhxg9uzZ1K1bl5UrVzJo0CAURWHw4MGFyuPy5WPs2fMBFSpUMbv+1KkfiY8/RFBQBE5Orly+/LvZdDduXGLp0l54eVWlZ8/ZuLpW4MCBFXz55ZP07/8RDRr0KPZxlpavvnqKxMQjdO36Mv7+tXFx2Vyo83n9+nUiIiJ4+umnCQwMJCkpiQ8++IAePXrw2Wef8dhjjwEQFBTE3r17TbZdsuQap05tYvfu9wkP726y7ty53XzxxePUrNmKnj3n4OnpR0pKApcv5/9CdhR3nuOjR9ezdu3zqKpC48YxhcojLi6OefPmERAQYHZ9eno6nTp1IjExkYkTJ9K4cWNSUlLYs2cPmZmZljwcIeyaBCjCJjZu3MiWLVuMQQlAp06duHDhAuPHj2fAgAE4OTkVmIfBoOfbb/9H8+aPceXKCTIzk/KleeSReWi1eV2tfvjh5bsGKLt2vUduro7HH1+Jj0/eaJU6dTqxaFFnNm2aRv363Y35FEbTpgMKndYS/vxzG3/9tZO+fd+nUaM+AEyb9n+FOp8DBgxgwADT8vbs2ZPQ0FA++ugjY4Di5uZG69atTdJt3nyZbdtm4eLiQcOGvY3Lc3IyWbv2RUJD2zF48HI0Go1xXZMm/2eJQy515s5xaGhbkpPj2bJlJg0bPopWW/A9q9frGT58OM8++yxHjhzh2rVr+dJMmTKFkydP8vvvv1O7dm3j8l69eln2gISwcxKgCJtYv349Xl5e9OvXz2T58OHDGTx4MPv27aNNmzYFDm3dtes9dLpkOneeyMqVT5jdT2GDikuXDhAQ0MAYnORt60RYWGf27v2QhITDVK9+f2EPr9SdOvUjrq4VaNDgEeOyGTMu4+PTm8TELfznPz9Qo0aLQg89dnFxoWLFijg73/qIMDekOCnpPOfP7yUysh/u7t7G5SdObCA9/W/atl1kEpw4MnPnGPKC0bVrXyA+/hA1arQoMI/Zs2eTlJTE66+/Ts+ePfOtz8zMZMmSJfTr188kOBGiPJJRPMImjh07Rnh4uMkXIEDjxo2N6wty9eqf7Nz5Dj16zMbNrUKJy2Mw5ODs7JpvuZNT3rK//z5Z4n1Y09Wrf1C5chhOTqbnMyCggXH9vSiKgl6vJzExkWnTpvHnn38yduzYArc5fPhLQKVZM9MmpAsXfv03TwNLlz7Kq6/WZPbscL7+egSpqVeKcGT2o6Tn+MSJE8ycOZPFixfj5eVlNs3BgwfJyMggLCyMESNGUKlSJVxdXWnevDk//PCDZQ7Ezm3YsIF69eoRFhbGkiVL8q2vVasWjRs3JjIy0qSP1IMPPkhkZCSRkZFUqVKF0aNHAzBs2DBq165tXJeYaL4PmrA/UoMibOL69etmfyH6+fkZ19+Noih8++0YwsO7U7duF4uUp0qVupw/v5fs7AyTgOfixf0A6HQ3LLIfa8nMvEGlSjXyLffwqAgUrvzR0dFs3rwZAB8fH7766it69Lh73xtFMRAXt4bKletQo0ZLk3U3g5DVq5/h/vuH0LnzBK5f/4tt22azbFlfnntuC66unoU9PLtQknOsKApPPvkkMTExJl+qd0pISABgzpw5NGrUiBUrVqDVapk/fz6PPPIIP/74I1FRheu07Yj0ej1jxowhNjYWHx8fmjVrRkxMjPFz4aY9e/bkC/J++eUX4+t27drRu3dv4/uFCxearbES9k1qUITNFFT1X9C6vXs/JCnpHA8//KrFytKy5XCyslJZv34kSUkXSE//h+3b3+TSpd/uWR57UdIyvvvuu+zfv59vv/2WqKgoBgwYwKpVq+6a/syZWNLSLtO06aB861RVASAiohfduk0hNLQtzZs/zqOPzicp6RxHj64vUVltpbjn+K233uL06dMsWLCgwHSKknfeXF1d+fHHH3nkkUfo0aMHGzZsICgoiNdee61Y+3cU+/fvJyIigpCQELy9vU2C5sJKSEjg3LlztG/f3kqlFKVFalCETfj7+5utJUlKyuvoeucvppsuXrzIrl3zmD17Nk88Ud24fOlSPaqqoNOl4OzsiouLR5HKU7v2g/Tu/TabN89g4cIHgLxalc6dJ7Bt2yy8vS07bbyleXpWIjMz/y94nS4ZAA+PSvfM4/bhq4cPt+Dw4Ws8+eTznDrV3mxfnkOHVqHVutCkSb986zw98/ZXp05Hk+X33dcR0DjkSJ7CnuM7+/lcvHiR+vWnMnv2bFxdXUlOzkuv1+tRFIXk5GTc3Nzw8PDA398fgDZt2uDtfatPj6enJx06dOCbb76x/IHZkcTEREJCQozvq1WrZqxVukmj0dC+fXucnZ156aWX6Nu3r8n6NWvW0LdvX5N7dty4cUyePJnevXszffp0h/jBIaQGRdhIo0aNOHnyJHq93mT50aNHAWjYsKHZ7f766y90Oh2jRo2iUqVKxn+XLh3g2rXTzJkTztatxZtjIzKyP+PGHeGFF3bw3//u5oUXfv53jYaaNVsVK8/SUrVqfa5dO43BYHo+b/adqVq1XpHzDAmJJCsrmczM/IFkevo1/vxzK/XqPYSXV+V862/2y7gbR/yCKO45vts9u3v3bk6ePEmlSpWYNCnv8Qg3+2CZo6pqkUaSOSJVVfMtu/Ne2b17N4cOHWLdunVMmjSJM2fOmKxfvXq1yai0WbNmcfLkSfbu3cvhw4dZsWKFdQovLK5s3+3CbvXp04f09HTWrl1rsnz58uUEBwfTqpX5gCAyMpLY2Nh8/wICGlCxYnWGDv2ali2HF7tcTk7OVKkShr9/KFlZqRw8+Dn160dRsWK1YudZGsLDu5OTk8HJk6YdKY8cWYO3dyDVqhXt6cqqqnL+/K+4u/uarX05cmQNipJLs2b5m3cA6td/GNBw+vR2k+VnzsQCKtWq2e+IqLsp7jm+2z3bpEkTatWqRWxsLC+++CKQN9fMAw88wO7du0lNTTXmkZmZyY4dO/IN8y5rQkJCTGpM4uPjCQoyrZEKDg4G8mpXunTpQlxcnHHdpUuXiI+Pp02bNsZlQUFBaDQaPD09GTJkCAcOHLDuQQiLkSYeYRPdu3enW7dujBgxgtTUVOrUqcOqVavYtGkTn3/+uXHOjqeeeorly5dz9uxZatasScWKFdmxI/8vVXd3XxTFQGhoG5PlycnxJCTEAXDjxgUAjh/fAEDFitUJCWkC5NUI7N37AdWrt8DNzYtr186we/ciNBot0dFvWOs0WExYWGdq127Phg2TyM5Ox8+vFkePfsOZM7HExLxnnJ/jzvMJ8Oijj9KkSRMiIyPx9/cnMTGRvXuXceHCXt5//32ef756vv2Fh6+hevXq/zbZ5FelShgtWw7jwIHluLl5UadOJ65f/4vt298kMLAhERGPmN3OnhX2HDdrNoi4uDWMGrXXGNhOm9YxX34VK1ZEr9fTsaPpunnz5tGpUyeioqJ46aWX0Gg0zJ8/n2vXrpX5PigtW7bk2LFjJCQk4OPjw8aNG5k6dapxfUZGBoqi4O3tTXJyMjt37jQGd5BXe9KvXz+TWpfLly8TFBSEwWBgw4YNJsGLsG8SoAibWbduHZMnT2bq1KnGqe5XrVplMjW7wWDAYDCYrfotjHPndvPtt/8zWbZmzX8AaNKkP336LADy5jy5cuU4hw9/RVZWKt7eValXL4oOHf5HhQr+xTvAUjZgwFK2b59NbOzcf6dhr0PfvotMpmE3dz7btm3L119/zXvvvUdqaioVK1akefPmbNiwwewonj179nDq1CmmTp1aYJPDww+/io9PEIcOrWLfvk/w9PSjYcNH6dJlotkh3Y6gMOdYURRUtfj3bJs2bdi2bRtTpkxhyJAhALRu3Zqff/6ZBx54wBKHYbecnZ2ZP38+nTp1QlEUJkyYgL+/P9HR0SxZsoSsrCz69MmbJE9RFEaOHElERIRx+9WrV7Nw4UKTPIcMGcK1a9cwGAx07NiRZ555plSPSRSfRi3uX5ENpaam4uvrS0pKCj4+PrYuDgAGQyY/72gEQMcOR3FycqwhlHeTlnWN/XvymltattmHt3v+/galzdyEYY5CNdxgwOq8Tn1f9V+LxunenVctqbATtRWWPVwLp9wMKl27CMCNyjUwuJR8XhxLs/R5t6bM1AwWP5PXh2PEx1/h6WN/59ORpKRm0OSNnwE48nJHfEvpfGbm6GkwNW8E1IlXo/B0tY/6iKJ8f0sfFCGEEELYHfsIqYQogoKmvxe3lMavdrkW+TlSbYkQ9kxqUIQQQghhdyRAEUIIIYTdkQBFCCGEEHZH+qDYUHp6OlOmTGH16tXGYbYTJ040GWZbGFOmTOH1118nIiLC5CnA58+fJzQ09K7bRUVFsWnTpmKX354Utt2/vPePKA1l+VpI/xIhSo8EKDYUExPDgQMHmD17NnXr1mXlypUMGjQIRVEYPHjwvTMA4uLimDdvHgEBAfnWBQUFsXfv3nzLv/nmG+bMmWOcT0AIIYQ1qXiQTVZGGi5a/b2TW0BmjgEPstDhVir7swYJUGxk48aNbNmyxRiUAHTq1IkLFy4wfvx4BgwYYJxN9W70ej3Dhw/n2Wef5ciRI1y7ds1kvZubm9mpsSdNmoSnp6dxv0IIIaxEVfnadQbNtX/Ch6W3W0/gpDscUOqCGlV6O7agIgcoO3fuZO7cuRw8eJDLly+zfv16evfuDUBubi5Tpkxh48aN/PXXX/j6+tK1a1dmz55tfH4CQHZ2NuPGjWPVqlXodDq6dOnCokWLqFbNvp93Yknr16/Hy8uLfv1MnwQ7fPhwBg8ezL59++45JfPs2bNJSkri9ddfp2fPnoXa79mzZ9mxYwdDhw61m0nuSlNZHRZbVpoe7On6lJVzKmzLg6y84MRGWmj/RCUbcLFZGYqryAFKRkYGTZo0Yfjw4fkec52ZmcmhQ4d45ZVXaNKkCTdu3GD06NH06tWL3377zZhu9OjRfP/993z55Zf4+/szduxYevbsycGDB+9Za1BWHDt2jPDwcJydTS/BzaeZHjt2rMAA5cSJE8ycOZN169bh5eVV6P1+8sknqKrK008/XbyCCyGEKLTbnwuU+tzvOHtVLJ0d52bi+U79fGVwJEUOULp370737t3NrvP19WXLli0my959911atmzJxYsXqVGjBikpKSxdupTPPvuMrl27AvD5559TvXp1tm7dSlSUY1ZFFdX169epXbt2vuV+fn7G9XejKApPPvkkMTExREdHF3qfBoOB5cuXU79+fdq2bVv0QgshhCg2D08vXLx8S2dnOY7fg8Pqw4xTUlLQaDRUrFgRgIMHD5Kbm8tDDz1kTBMcHEzDhg3Zs2eP2Tyys7NJTU01+VcWFBTVFrTurbfe4vTp0yxYsKBI+9u0aRMJCQk89dRTRdpOCCGEKG1WDbGysrKYOHEigwcPNvZ3uHLlCq6urlSqZPqQtICAAK5cuWI2n1mzZjFjxgxrFrXU+fv7m60lSUpKAm7VpNzp4sWLTJ06ldmzZ+Pq6kpycjKQ12FWURSSk5Nxc3PDw8Mj37ZLly7FxcWFJ554wnIHIkpdWekbUdjjKEq/lPFjA3Cr5H3PdMUtixCi9FitBiU3N5eBAweiKAqLFi26Z3pVVe9aazBp0iRSUlKM/y5dumTp4pa6Ro0acfLkSfR60yFnR48eBaBhw4Zmt/vrr7/Q6XSMGjWKSpUqGf/t3r2bkydPUqlSJSZNmpRvu6tXr7JhwwZ69epF1apVLX9AQgghhAVZpQYlNzeX/v37c+7cObZv324yWiQwMJCcnBxu3LhhUoty9erVu3YKdXNzw83Nccdym9OnTx8+/vhj1q5dy4ABA4zLly9fTnBwMK1atTK7XWRkJLGxsfmWjx49mpSUFD799FOzo6FWrFhBbm6uNO8IIYRwCBYPUG4GJ6dPnyY2NhZ/f3+T9ffffz8uLi5s2bKF/v37A3D58mWOHTvGm2++aeni2K3u3bvTrVs3RowYQWpqKnXq1GHVqlVs2rSJzz//3Dia6amnnmL58uWcPXuWmjVrUrFiRTp27Jgvv4oVK6LX682ug7zmnerVq5ebTshCCCEcW5EDlPT0dM6cOWN8f+7cOeLi4vDz8yM4OJj/+7//49ChQ2zYsAGDwWDsV+Ln54erqyu+vr489dRTjB07Fn9/f/z8/Bg3bhyNGjUyjuopL9atW8fkyZOZOnWqcar7VatWmUx1bzAYMBgMqKpa7P3s2bOHU6dOMXXqVLRaefzSnUpj7o2b+0hPceXSaotmXS7dfs2yb6SxZNLFe6YTQjiWIgcov/32G506dTK+HzNmDABDhw5l+vTpfPfdd0BeU8TtYmNjjb/u3377bZydnenfv79xorZly5aVmzlQbvLy8uKdd97hnXfeuWuaZcuWsWzZsnvm9fPPP991XZs2bUoU4AghhBClrcgBSseOHQv8sivMF6G7uzvvvvsu7777blF3L4QQQohywPFnchHCCkrS7FPYZoVxYwPw8vUvME1ZmIZfCCGKQzokCCGEEMLuSIAihBBCCLsjAYoQQggh7I70QRGikGwxZFWGyQohyiupQRFCCCGE3ZEARQghhBB2RwIUIYQQQtgdCVCEEEIIYXckQBFCCCGE3ZFRPKLQMnNuoNFoSpSHqqpkGbIAcHdyL3F+jiYzN+nW64wMVK1ryTJUQc3SAaBx94DydToByMnIML5OzcjB1Tm7xHnqcwwAOLuWr+eDAejSb52/3LQkcskqUX4qoM/Oy9PZza3c3aK56TdwsXUhHJQEKKJAtz9bKfqbPuSo5e3jxbLcclQ++/f19c5RNi1LWWHQukL7twFYPfOIjUvj+FQ11/h6yZgRNixJ2eCsMTCq/r9v5KGtRSIBigO68/kslp4r4/b8nZyv88ADFs2+XMt2gVPVoH68rUtSdmiVHHxTzpLie5+ti1JGOKNxCkY1JNq6IGWOs1axdREcigQookCa2ypkt/RZh6trwQ+3u5fy3sSTlpNO02qJuOfCr61qU8HFs2QZShMPSVm5vDb7ZxSnTDaP74C/ewmbzSjnTTwZqfi9PwjIRffCYTw9vUuUX3lv4iHzOnzQAqDcfd6VlAQootC83PxKHKAAlOzjzrGpGjdwukGWE1TwqoC3q1fJM/Upz2cUspyzyXZxA8DbyxVfDzcbl8ixuWhccXXKCyj0XpVw8fItcZ4lDxkdmNSaFJsEKGXAnU0+YL7Zx1y6opg792/0+twC08jU7EIIISxBhhkLIYQQwu5IgCKEEEIIuyMBihBCCCHsjvRBsXPF7TdS0v4mxVXY/jBCCCFEQaQGRQghhBB2RwIUIYQQQtgdCVCEEEIIYXekD0opsFV/ECGEEMJRSQ2KEEIIIeyOBChCCCGEsDvSxCOsToYeCyEKSz4vxE1SgyKEEEIIuyMBihBCCCHsjgQoQgghhLA70gfFCt544wqK4mHrYtg1aWcWQhRWSaZqkM8VxyU1KEKUEenp6YwePZrg4GDc3d2JjIzkyy+/LHI+U6ZMQaPR0LBhQ7PrMzIymDp1KnXr1sXNzQ1/f386derE6dOnjWmmT5+ORqO567/ilEuUH9nZGfz441TmzWvKa6+FsnhxV44e/abI+WzbNqfAe1nYN6lBEaKMiImJ4cCBA8yePZu6deuycuVKBg0ahKIoDB48uFB5xMXFMW/ePAICAsyuT09Pp1OnTiQmJjJx4kQaN25MSkoKe/bsITMz05ju6aef5uGHH863/TPPPMPZs2fNrhPipq++eorExCN07foy/v61OXp0PWvXPo+qKjRuHFOoPC5fPsaePR/c9V4W9k8CFCHKgI0bN7JlyxZjUALQqVMnLly4wPjx4xkwYABOTk4F5qHX6xk+fDjPPvssR44c4dq1a/nSTJkyhZMnT/L7779Tu3Zt4/JevXqZpKtWrRrVqlUzWXb+/HmOHz/OkCFDqFixYjGPVJR1f/65jb/+2knfvu/TqFEfAEJD25KcHM+WLTNp2PBRtNqC72WDQc+33/6P5s0fw939jNl7Wdg/CVDKuOzsdJYv74fBkIuqKrRq9RT33z+kVMsgbcDWt379ery8vOjXr5/J8uHDhzN48GD27dtHmzZtCsxj9uzZJCUl8frrr9OzZ8986zMzM1myZAn9+vUzCU4K65NPPkFVVZ5++ukibyscX2H7kZw69SOurhVo0OARk+VNmw5g7doXiI8/RI0aLQrMY9eu99DpkunceSJ79sj95qikD0oZ5+LiwbBhaxkxYitPP72BX355l8zMJFsXq9A2bNhAvXr1CAsLY8mSJfnW16pVi8aNGxMZGUl0dLRx+dmzZ2nevDl16tThueeeQ1VVAA4fPkyrVq1o1KgRgwcPJjc3t9SOxZqOHTtGeHg4zs6mvzkaN25sXF+QEydOMHPmTBYvXoyXl5fZNAcPHiQjI4OwsDBGjBhBpUqVcHV1pXnz5vzwww8F5q8oCsuWLaNOnTp06NChCEdm/4p7jz744INERkYSGRlJlSpVGD16NADDhg2jdu3axnWJiYmldSh24erVP6hcOQwnJ9N7OSCggXF9wdv/yc6d79Cjx2zc3CpYrZzC+iRAKeO0WidcXT0B0OuzUVWD8cva3un1esaMGcP27ds5dOgQc+bMISkpf3C1Z88e4uLi2Lhxo3HZhAkTmD59OmfOnOHvv/82foE+/fTTLFy4kKNHj9KkSRM+/fTTUjsea7p+/Tp+fn75lt9cdv369btuqygKTz75JDExMSZfoHdKSEgAYM6cORw9epQVK1awfv16fHx8eOSRR9i8efNdt/3pp5+4dOkSTz31VGEPySGU5B795ZdfiIuLIy4ujnr16tG7d2/juoULFxrXBQcHl8ah2I3MzBt4eFTMt/zmMp3uxl23VRSFb78dQ3h4d+rW7WKlEorSIk08VvDyy4E4OXka39v6acY6XQrLlvXl+vW/eOihV6hQwd9q+7Jkc87+/fuJiIggJCQEgOjoaDZv3mzsY3E3qqqyd+9evv76awCeeOIJvv/+e3r27MnFixdp1aoVAJ07d+aVV17hP//5j8XKbEsajaZY69566y1Onz7Nd999V2D+iqIA4Orqyo8//oi3tzeQ19clLCyM1157jaioKLPbLl26FGdnZ4YNG3aPo3Asxb1Hb5eQkMC5c+do3769tYpZ6kr6mVfQ/VqQvXs/JCnpHIMGLTMuO38+h8xMvbFM0uTsOKQGpRzw8PBlxIitjB69j6NH15Oe/o+ti1QoiYmJxg9+yOt4efNX/E0ajYb27dvTsmVL1q5dC9yqTbj5IXf7dvfdd5/xl/769evz5eeo/P39zdaS3Pw1b652BeDixYtMnTqVadOm4erqSnJyMsnJyej1ehRFITk5GZ1OZ9wHQJs2bYzBCYCnpycdOnTg0KFDZvdx7do1vvvuO3r06EFgYGCJjtPeFPcevd2aNWvo27cvWu2tj+Nx48bRpEkTpk2b5jA1npbi6VmJzMz8tSQ6XTIAHh6VzG6XnBxPbOxcOnT4H05OLuh0Keh0KSiKHlVV0OlSyM3VWbPowsIkQClHvLyqEBDQgAsXfrV1UQrF3Afznb+sdu/ezaFDh1i3bh2TJk3izJkzBW73ySefMHfuXFq0aIGTk1O+PhuOqlGjRpw8eRK9Xm+y/OjRowB3nQfir7/+QqfTMWrUKCpVqmT8t3v3bk6ePEmlSpWYNGkScKs/izmqqpp8wd7us88+Iycnp0x2ji3uPXq71atXM2DAAOP7WbNmcfLkSfbu3cvhw4dZsWKFdQpvp6pWrc+1a6cxGEzv5b//Pvnv+npmt7tx4yJ6fRabNk1lzpxw479Llw5w7dpp5swJZ+vWWVYvv7CcsvHpLO4qPf0fnJ3dcXf3JisrjQsXfqV58ydsXaxCCQkJMfk1Gh8fb2yeuelm+3y1atXo0qULcXFx9O3bl6SkJFRVRaPREB8fT1BQXrVugwYN2Lp1KwC7du3i1KlTpXQ01tWnTx8+/vhj1q5da/Jlt3z5coKDg/Odt5siIyOJjY3Nt3z06NGkpKTw6aefGocLBwUF8cADD7B7925SU1Px8fEB8kb37Nixg9atW5vdx9KlSwkODqZ79+4lPUy7U9x7tE6dOgBcunSJ+Ph4kxFWN+9VT09PhgwZwi+//MLQoUOtfSh2Izy8O4cOfcHJkz/QsOGjxuVHjqzB2zuQatWamd0uMDCCoUO/zrd806apZGen8eijb+PjI807jkQClDIuNfUy3347Bsj7tdey5XACAxtYbX+WnMK+ZcuWHDt2jISEBHx8fNi4cSNTp041rs/IyEBRFLy9vUlOTmbnzp28+OKLaDQaWrduzQ8//EDPnj1ZsWIFTz75JAD//PMPVapUQa/XM2fOHEaOHFm8A7Uz3bt3p1u3bowYMYLU1FTq1KnDuHFLOXRoEzEx7zFz5lUALl6cwvLlyzl79iw1a9akYsWKdOzYMV9+FStWRK/X51s3b948OnXqRFRUFC+99BIajYb58+dz7do1XnvttXz57Nu3j+PHj/Pyyy/fcx4WR1Tce/Sm1atX069fP5Nal8uXLxMUFITBYGDDhg33HB5ua5buYxcW1pnatduzYcMksrPT8fOrxdGj33DmTCwxMe8Z50D59tsxxMWtYdSovVSsWA0PD19CQ/OfK3d3XxTFYFwnj9lwHBKglHHBwY0ZMWKrrYtRLM7OzsyfP59OnTqhKAoTJkzA39+f6OholixZQlZWFn365E3kpCgKI0eOJCIiAsgbaTJw4EBGjRpFly5d6NGjBwArVqzgo48+Ms7H0a1bN5sdn6WtW7eOyZMnM3XqVJKSkqhUqQ59+y6iUaPexjQGgwGDofgjudq0acO2bduYMmUKQ4bkzafTunVrfv75Zx544IF86ZcuXYpGoylzo3duKsk9CnkBysKFC03yHDJkCNeuXcNgMNCxY0eeeeaZUj0mezBgwFK2b59NbOxcdLpkKlfOfy8riuJQoxJF0WlUB7y6qamp+Pr6kpKSYqxmtjWDIZOfdzQCoFXLXTg53XpY4Ny5f1t134rihUZjne5Ezs5JtH4gb5bQX/d+h15vvrNlQeTXyS1pOemE7c7rg3C6bR28Xc3POWIJ5eWX4j+6bFrMyAvCD0zrShUPNxuXyLFlpqfgOa9G3utxF/H08i0wva1HKVqCVf8u0v+BeXlNeow7A15Vira9qkJu5r3T3Skn89Z+X04EV/uYE6Yo399Sg2Iht8d5+/a3M1nXtt2dqS0rJSWE34+sslqQIoQQwgZUFT6Jgkv7bF0Sm5AAxUIMBmdSUqrg61v6Q3h9fRPQatNRVfuoTbpTefklX1pK8ou1sNvK9RHmlIXaEnPs9jMqN7PkwUn11uDiee90dkgCFAvRaDT8fiQKrVbPqFGjcHV1Na6zVhOPk1M6rR/ob3xtMFh+H1ptuuUzFUIIUTTjzoBrMQINF08o5sR3tiYBikVpUBQXPDwqmgQoqmqdyYFuD0huBirW5IDdlYQQomxw9bSbfiSlRQIUB6YoXqSkhODra/3ZUFNSqqAoxbtd7KKq1EHZqkrdbqu8RamaO+9v0BSjg2YZIH8DticBigPTaLT8fmSVVZthtNp0FGUdiuKMVuuY1YRCCCEcjwQoDk6j0Vq1c6yigKK4WC1/IYQQVlLcIco32bj/igQoQgghRFljiSHK1VvDk5tsFqRIgCKsTtpyzZs792+c9Gm2LkahyXUsf8aPCzCZqK2sDjMukywxRPnSr3n52KhzrgQoQgghRFlW1CHKt89Ca0MSoAghhBBlmYMOUZa50YUQQghhd6QGRViU9Ekw72bbvcE5E/I/Ed5hydT5ZVt5ngfFHOmHVbqkBkUIIYQQdkcCFCGEEELYHQlQhBBCCGF3pA9KKTDXRlkW5hOQtldhjtwXQghLkBoUIYQQQtgdCVCEEEIIYXeK3MSzc+dO5s6dy8GDB7l8+TLr16+nd+/exvWqqjJjxgw++ugjbty4QatWrXj//feJiIgwpsnOzmbcuHGsWrUKnU5Hly5dWLRoEdWqVbPIQTmCwlaDl4WmoPKmvF8zGYpZdshU96bkPi5dRa5BycjIoEmTJrz33ntm17/55pu89dZbvPfeexw4cIDAwEC6detGWtqtZ46MHj2a9evX8+WXX7Jr1y7S09Pp2bMnBoOh+EcihBBCiDKjyDUo3bt3p3v37mbXqarKggULmDx5MjExMQAsX76cgIAAVq5cybPPPktKSgpLly7ls88+o2vXrgB8/vnnVK9ena1btxIVFVWCwxFCCCFEWWDRPijnzp3jypUrPPTQQ8Zlbm5udOjQgT179gBw8OBBcnNzTdIEBwfTsGFDY5o7ZWdnk5qaavJPCCGEEGWXRYcZX7lyBYCAgACT5QEBAVy4cMGYxtXVlUqVKuVLc3P7O82aNYsZM2ZYsqgOozBtnpZuF759nzqdB3Pm5L0ePz4AD4+KFt2XIynv7e8lIf1SyoayOmWCsE9WGcWj0WhM3quqmm/ZnQpKM2nSJFJSUoz/Ll26ZLGyCiGEEML+WLQGJTAwEMirJQkKuhVpX7161VirEhgYSE5ODjdu3DCpRbl69Spt2ph/ipqbmxtubm6WLKoQZd6MGdWpWrUeAMHBTXj00fk2LpEQQhSeRWtQQkNDCQwMZMuWLcZlOTk57Nixwxh83H///bi4uJikuXz5MseOHbtrgCKEKDp3dx9GjNjKiBFbJTgRQjicItegpKenc+bMGeP7c+fOERcXh5+fHzVq1GD06NG88cYbhIWFERYWxhtvvIGnpyeDBw8GwNfXl6eeeoqxY8fi7++Pn58f48aNo1GjRsZRPaLkpH3f8qT9vfjkfiwbytP9bu17dsOGDYwdOxZFUXjppZd4+umnTdbXqlULH28vtP+kE+ytZePLptv/3//9H+fPn+e3334D4MiRIzz77LNkZWVRoUIFPlv6IbWtegTWV+QA5bfffqNTp07G92PGjAFg6NChLFu2jAkTJqDT6Xj++eeNE7X99NNPeHt7G7d5++23cXZ2pn///saJ2pYtW4aTk5MFDklYS5YuA41a0mukYjBkAeDk5A4U3DfJmlRVRZ+jAODsqr1nPylztGQUbQONzvgyV5ONUtJKTA3kalUAXBQNqLdWZWen88GHD+Hs7EbHLuOoWatVyfZ1TyoaJSfvldaV269tSkam1faalpVrfJ2ZkUt6CadTUlXQ5eZl4uHiRDFuC8tQQc3Nuz81LtpS+1PJzMjF89/XuRkp5KAY1zmrKUXOTwO4kHff5+Jx+y1qAzdvjnt/juWku1tml5nJuN6xSK/XM2bMGGJjY/Hx8aFZs2bExMTg5+dnkm7Pjm14LaybL8stW7bk+76cMmUKM2bMICoqisWLFzNn3lt86OBznxY5QOnYsSOqevdbTKPRMH36dKZPn37XNO7u7rz77ru8++67Rd29KGW3X+sDBzvj5KS3YWnsT5sHi5Y+CzdgJQCfPpAD5Fi8TDf5fbkBtXJVdOfOsHLSf/FfugZtBS+r7c9Ulsm7JfuL/sVWaHqFm18lHebtsN5+ygkPsjj57wn1XdzIZN1kG5THZuZZPktVVdEA+/fvJyIigpCQEACio6PZvHkzgwYNumceubm5vPHGGyxcuJDhw4cbl2s0GuOEqGlpaQQFBVr+AEqZPM24DLBmVaSil87JluRGNnXVk/ypCbf6vpwqVwXAObQOzrVqY4i/gLZexD22ckBOGpSKrmiTrRfslSc63Dig1KWF9k9bF6XMycUZVyAxMdEYnABUq1aNhIQEk7QajYb2XaJwvprOS23d6Pvv8rfeeouhQ4eatEpA3izuUVFRjB49Gi8vL/bvioX33rfyEVmXBCiiQLc3ezRvsgtPr5JWe5atJp65c/8uUnqNIYveZyeQjSuZtd9AdfYo8j5NMzTfxKPTpeDi4o6zsxupKZdZ/sd5hp1rgMffvgVkVlJ3b+IZPy7gLtuUXE56Jje2pgFuVBnZGBefkp3T8t7Ek52exVuLe7JZzWHUC//FzbPgHylz5xX8N2BvTTyjRlbBxcW5WH/vxZGTkYLX4iZ5b/7dp7lWiDvLs3v3boIr+xI/MZDOyzNpcuYsHr7+/PTTT2zdutU4t9hNixYtYvHixURHR/P+++8zZsIkltSwzjGVFglQRKG5eXjh7lnCL1QAfCyQh4VUKNnmCulF20DVouq1uKInB3eghAGfCi5m+lxc/ucoGza8hEaT18el+8Ov4eNZClW+WvP3h28FT7PLLSHHoJKt5H24V/BywdWr5LV+3vdOUmY5o+CiUdHjgounL65eBf/N6zVZBa4HyMWagXHRePlVtXURCAkJMakxiY+Pp1Ur0z5iwcHBkJNBNR8tXUKdiDv0Gx5evpw4cZzQ0Fro9Xr++eca0Q9HsfG7daxatZKF82ZBTgb9e/fg/XcXggQoQgh7U6NGC55/frutiyGEMKNly5YcO3aMhIQEfHx82LhxI1OnTjWuz8jIQFEUvN20JGep7Lxo4MU9I4mo6sTlZwF0nE9W+L/Veja2/hXeCMZfTefX56vSupoz247lUk+TC1jvh0FpkABFCGF1MtV92VXY62irIcr2eJ85Ozszf/58OnXqhKIoTJgwAX9/f6Kjo1myZAlZWVn06dMHAOW6ysiWrkRULXjk0Yc93RnxQxaKCr5uGj559N+ar+qtwcUxAxUJUIQQQpQpKSkJrFs3koyMa6xd684rr7xCv379bF0sE7169aJXr14myzZu3Gh8feTIkbwXqgq5+Yfp1wJ+e/PW+w7AYXM7cvHEdh2pSkYCFCGEEGWKVuvMww/PICioISNGONGsWTOio6OpUKGEnc5sQaMBVwcstwVIgCKEEKJM8fYOwNs7b+RY1apV8fPzIykpyTEDlHJMAhQhSkCmvy8+6ZdSvpTk2pbkb+q3335DURSqV69e4rzk/ixdEqAIIYQokzIzk3jiiSdYsmSJrYtiG3fpv3JPOdZ7NEVRSIAihBCizNHrs/nyy6eYOXMSbdq0sXVxSp+qwidRcGmfrUtSbBKgCFEC0pxTfFJdLgqrqEOZVVXlm29GExralr/+6mqxv1OHapbMzSx5cGLjIcoSoAghhChTLl7cz7Fj3xEQEM6pU5sAiIl5l4AA6z8Dyy6NOwOuxQg0bDxEWQIUO7JhwwbGjh2Loii89NJLPP300ybra9WqhY+PD1qtluDgYOOY+bNnzzJgwACSk5Pp2rUrixcvRqPRMG7cOL7//ntcXV1p0aIFH330Ec7OcsmFEGVbzZqtmD494d4JywtXT4ccqqy1dQFEHr1ez5gxY9i+fTuHDh1izpw5JCUl5Uu3Z88e4uLiTCb0mTBhAtOnT+fMmTP8/fff/PDDDwBERUVx4sQJfv/9d3Jzc1mxYkWpHY8QQghREvJz2k7s37+fiIgI4yO4o6Oj2bx5M4MGDSpwO1VV2bt3L19//TUATzzxBN9//z09e/akW7duxnRNmzbN9zhvUXIyzLhw7LadXthUWfhbudcxOKspTP739dx5f5s8XFH+LgomNSh2IjEx0RicAFSrVi1fQKHRaGjfvj0tW7Zk7dq1AFy/fh0/Pz/jo7rNbafX6/niiy946KGHrHwUQgghhGVIDYqdUFU13zLNHZ2Tdu/eTXBwMPHx8XTu3JkmTZrg65v/MeZ3bjdu3DjatGmT73HeQgghhL2SGhQ7ERISYlLzER8fT1CQafVfcHAwkFdL0qVLF+Li4qhcuTJJSUnGAOfO7d5//31OnTrF22+/XQpHIYQQQliG1KDYiZYtW3Ls2DESEhLw8fFh48aNTJ061bg+IyMDRVHw9vYmOTmZnTt38uKLL6LRaGjdujU//PADPXv2ZMWKFTz55JMA/PDDDyxdupSff/5ZRu+UIumXIkThyN+KKIh8a9kJZ2dn5s+fT6dOnVAUhQkTJuDv7090dDRLliwhKyuLPn36AKAoCiNHjiQiIgKAOXPmMHDgQEaNGkWXLl3o0aMHAKNGjSI3N5f27dsD0K9fPyZPnmy+AMLhZWdnsH37HI4f/x6dLpnKle+jXbsXadSod5Hy2bZtDr/88g5VqtTjhRdi75ouN1fH4sXdSEr6i27dXqFt2xH58rly5ThXrhxj+vQrDB06lGXLlhXjyERZkJ6ezpQpU1i9ejVJSUnUr1+fiRMnMnDgwAK3O3t2J7t3v8/Vq3+i093Azc2bqlXr06bNc9St28Uk7aef9uXChb358rjvvo48/vjKAvfx2Wd55Rg//igVKvgX4wiFpUmAYkd69epFr169TJbdPpz4yJEjZrcLCwvj4MGD+ZafOXPGsgUUdu2rr54iMfEIXbu+jL9/bY4eXc/atc+jqgqNG8cUKo/Ll4+xZ88HVKhQ5Z5pt29/k9wCnvPx668fERDQgHr1HuL3378s9HGIsikmJoYDBw4we/Zs6taty8qVKxk0aBCKojB48OC7bqfT3aBKlXo0azYYL6+q6HTJ/PbbClaufJw+fd6lSZO+JukrVapJTMx7Jsvc3X3umn92dgbffz8eb+9A0tKulOwghUVJgCJEKbhZlZ2ZmsHiZyyf/59/buOvv3bSt+/7NGqUV9MWGtqW5OR4tmyZScOGj6LVOhWYh8Gg59tv/0fz5o9x5coJMjPzz8NzU3z8Yfbv/5SYmPdYs+Y/ZtNMmnQarTavm9vJk2uLeWSiLNi4cSNbtmwxBiUAnTp14sKFC4wfP54BAwbg5GT+/mzY8FEaNnzUZFndul1ZsKA1Bw9+ni9AcXZ2p3r1+wtdtq1bX8fd3Ze6dbuyc+eCoh1YCRW2Oau8DkeWTrJClAGnTv2Iq2sFGjR4xGR506YDSEu7Qnz8oXvmsWvXe+h0yXTuPLHAdHp9Dt9+O4YWLYYRHNzkruluBidCrF+/Hi8vL/r162eyfPjw4SQmJrJvX9GeGePk5IK7uw9abcl+Y1+4sI+DB7+gV695aDRyv9obuSLCrm3YsIF69eoRFhZm9pHptWrVonHjxkRGRhIdHW1c3rFjR+rXr09kZCSRkZHG5QMGDDAuCwkJoXfv3qVwFNZ39eofVK4chpOT6Qd2QEAD4/qCt/+TnTvfoUeP2bi5FTwl9o4db5Obm0nnzhNKVugyorj36IMPPmi8F6tUqcLo0aMBGDZsGLVr1zauS0xMLK1DsZpjx44RHh6er7N+48aNjevvRVEUDAY9qalXiI2dy/Xrf9GmzbP50t24cYHZsxswY0Z13nnnAbZtm01uri5futxcHd9+O5bWrZ8mOLhxMY9MWJM08Qi7dXP6/9jYWHx8fGjWrBkxMTH4+fmZpNuzZw9eXl75tv/6669p2LChybKvvvrK+Pqxxx6ja9eu1il8KcvMvEGlSjXyLffwqAjktePfjaIofPvtGMLDu+frdHiny5ePsXv3IgYPXo6rqycZGddLVG5HV5J79JdffjG+bteunUmwvHDhQnr27GnVspem69evU7t27XzLb56n69fvfR998cVjnD37MwBubt706/cBdeua/v3WqNGShg17UblyHXJzszhzZju7dy/i4sX9DB36tUmt3vbtb6KqBjp1GleCIxPWJAGKsFvFnf6/MLKzs9m8eTPvvffevRNbyfjxAXj63KqtKOnwyjsn6CusvXs/JCnpHIMGLSswXV4flTE0bNiLOnU6FmtfZY0l7tGEhATOnTtnHG1XVhV0fxbm3o2OnklWVippaX/z++/rWLPmOfr0WWDscwXQpctLJtvUrduFihWr89NPr/LHH5sJD+8O5PWh+vXXJTz22Be4uHgU84iso7z2NzFHmniE3Sru9P83DR48mGbNmrFo0aJ8ef/444888MADVKxY0SplL22enpXIzMxfS6LTJQPg4VHJ7HbJyfHExs6lQ4f/4eTkgk6Xgk6XgqLoUVUFnS7FWD3+668fc+PGRTp0GGNMl52dBoBen/3vdgbrHKCdKuk9CrBmzRr69u1r8ut+3LhxNGnShGnTppmdZdrR+Pv7m60luflA1DtrnMznUZuQkEjq14+if/8PqV27HT/8MBlFUQrcrnHjvE608fG3Rjrm1RhGExzcxHgv6/XZAGRnp5OdnV7oYxPWIzUowm4Vd/r/OnXqsHLlSoKDg0lKSuLhhx8mIiKCDh06GLdbvXo1AwYMsPoxlJaqVetz7Ng3GAx6k34of/998t/19cxud+PGRfT6LDZtmsqmTVPzrZ8zJ5xWrZ6me/dXuXr1D7KzU3n33bb50sXGvkls7Js8++xPBAU1zLe+rCrJPXrT6tWrmTt3rvH9rFmzCAwMRKfTMXDgQFasWMHQoUOtdxCloFGjRqxatQq9Xm/SD+Xo0aMA+ZpiCyMkJJIzZ2LJzLyOl9e9h8Xf3gn2n3/+4J9//uDEie/zpVu48AECAhowYsTWIpdJWJYEKMJumZv+/87nCZmb/r9OnTrG5X5+fvTt25cDBw4YAxSdTsfWrVv58MMPS+lIrC88vDuHDn3ByZM/mAzJPHJkDd7egVSr1szsdoGBEQwd+nW+5Zs2TSU7O41HH30bH5+8Kud27V4gMrK/Sbr09KusXfs8zZs/QUREL/z8Qi14VPavJPcowKVLl4iPj6dNmzbG9DcfVeHp6cmQIUP45ZdfHD5A6dOnDx9//DFr1641+WGwfPlygoODi/ycMFVVOX/+V9zdfe9aO3hTXNxqAJO/AXP3fFzcao4cWc3AgZ/g7S3NLPZAAhRht4o7/b9eryc5OZnKlSuTlZXF5s2bGT9+vHG7jRs38uCDD+Lt7W2Lw7qrwk77bb6NeghXry5n27aXeeghJ+rUqcO4cUs5cyaWmJj3jHOgXLw4heXLl3P27Flq1qwJBDFjRv4HTtavX4Vr1zQsW3ZrjokZM6BKlTCTdEOHZrN2LQwY0Ihx40zno9ixYwf//PMPAAaDgQsXLvD113lfDB06dKBKlXv/6rV3xb1Hb1q9ejX9+vUzqXW5fPkyQUFBGAwGNmzYYBK8OKru3bvTrVs3RowYQWpqKnXq1GHVqlVs2rSJzz//3DgHylNPPcWnny5n1Ki9VKxYDYBVq4YRENCAwMCGeHpWIi3tCnFxq7lwYS/R0W8YawwvXNjHzp3vEB7enUqVaqDXZ3P6dCwHD35OaGg76ta99TT30ND85/T8+T0AVK/eQmaStRMSoAi7Vdzp/zMyMoiKiiI3NxeDwUD//v3p3r27Md/Vq1fTv3//u+3WYa1bt47JkyczdepUkpKSqFSpDn37LjKZ6t5gMGAwGEqlX8O0adPYsWOH8f3PP//Mzz//DEBsbCwdO3a0ehmsrSSPqIC8e3HhwoUmeQ4ZMoRr165hMBjo2LEjzzxjhZn9bODO+7N+/fqsWrXKZKr7vHvT9P6sXr0FJ078wP79y8jOTsPd3Yfg4CYMHrzCZBSPl1dVtFonduxYQGZmEhqNBj+/UDp1Gk+bNs/KvDwOSAIUYdeKM/1/hQoVzE79f9PtQ43LEi8vL9555x3eeecdwHzty7Jlywr1PJybgcS91KpV667BTmHzcHTFfUQFYHaCsu3bt1uucHbkzvvTnGXLlhEaOstkWbt2L9Cu3Qv3zN/fP5QhQz4rdvk6dRonQ47tjISUQgghhLA7UoMihB0ryZwIhd3W0umEKKySzv0jyjapQRFCCCGE3ZEARQghhBB2RwIUIYQQQtgdCVCEEEIIYXckQBFCCCGE3ZEARQghhBB2R4YZCyGEsInCPt6hPCn84y3KPqlBEUIIIYTdkQBFCCGEEHZHAhQhhBBC2B3pgyKEEMImynt/E3PKa38Tc6QGxUJuf6JraTzKXgghhCjLJECxkNzcXLOvhRBCCFF00sQjhBBC2IA05xRMalAsxMXFxexrIYQQQhSdBCgWotFozL4WQgghRNFJgCKEEEIIuyN9UIQQQtiETHUvCiI1KEIIIYSwOxKgCCGEEMLuSIAihBBCCLsjfVCEEELYjcLODSJ9Vco+qUERQgghhN2RAEUIIYQQdkeaeIQQQjgcRxyiPH5cAK5elWxdDIchNShCCCGEsDtSgyIKLS0jG73EtCWiS882vs5NSyKXLBuWpmzITdcZX2dkZpDrpNiwNI4vO/PWPZqdmgr67AJS2xetPtXWRcjHiTRwuvlOtWVRHI4EKKJAqnrrD+rrGQfQqE4FpBb3oqq5xtdLxoywYUnKDieNC/9XawwAGQv+IMPG5XF0uRjAPe/12x8ttm1hisoOP57cyTS+VnMyAT/bFcbBWPznsF6vZ8qUKYSGhuLh4UHt2rV59dVXUZRbv2pUVWX69OkEBwfj4eFBx44dOX78uKWLIiwgVyMRv2U5o3EKtnUhyhSDmss/WfG2LkaZ4YyWAMXX1sUok5z1BlsXwaFYvAZlzpw5fPDBByxfvpyIiAh+++03hg8fjq+vL6NGjQLgzTff5K233mLZsmXUrVuXmTNn0q1bN/744w+8vb0tXSRRArc/mfnRaS3wqeBhw9I4Pl1GKn7vDwJy0b1wGE9Pud9LKlOXRMfv++KkdWFTr3V4eMgv1JLITLtBhy7/xYCBkE3f4+nt2J06587/2+T9+LEB90xT0nS3U9Kuw9IPAdC4ehaYVpiyeICyd+9eHn30UXr06AFArVq1WLVqFb/99huQV3uyYMECJk+eTExMDADLly8nICCAlStX8uyzz1q6SEWiqipqbtHbsJWcW5FxdkaWyfvCcvV0Q6u13z4e3l6u+Hq52boYDs1F44qrU16bvt6rEi5e8ku1pFycVfQuKnpy8PSsIEFfCan6HDSGHJwBVx8f3H0r2rpIJaI460zeu1eseM80JU1nsg36295p7ppO5GfxAKVdu3Z88MEH/Pnnn9StW5cjR46wa9cuFixYAMC5c+e4cuUKDz30kHEbNzc3OnTowJ49e8wGKNnZ2WRn3+qolZpqnY5Qqqryzwe/k3Oh6Pnf3m47/523irX/QBc//jPpRbsOUoQQQojSYPEA5aWXXiIlJYX69evj5OSEwWDg9ddfZ9CgQQBcuXIFgIAA02qxgIAALly4YDbPWbNmMWPGDEsXNR81VylWcAK32m3/1qYUe/9XcpPIyczG3UuaUYQQwhIKM3V+YafXL2w6YRkWD1C++uorPv/8c1auXElERARxcXGMHj2a4OBghg4dakx3e98GyKu9uHPZTZMmTWLMmDHG96mpqVSvXt3SRTcRNKUVGteidQn/j9qG3Nzceye8Q05GFm8tfsf4utBUUHPzmpI0Lk5WqT0sUnmEEEIIC7F4gDJ+/HgmTpzIwIEDAWjUqBEXLlxg1qxZDB06lMDAQCCvJiUo6FY0evXq1Xy1Kje5ubnh5la6fR80rk5oixigADi5leyU3gxU7NHtQ46FEEIIa7J4Z4fMzMx8fSicnJyMw4xDQ0MJDAxky5YtxvU5OTns2LGDNm3aWLo4DsHV041AF/seeRCg+OJij5MMCCGEKJMsXoPyyCOP8Prrr1OjRg0iIiI4fPgwb731Fk8++SSQ17QzevRo3njjDcLCwggLC+ONN97A09OTwYMHW7o4DkGr1fKfSS+Sk1nEGRtLoYknMyOHlLcP44z2rk1wQgghhKVZPEB59913eeWVV3j++ee5evUqwcHBPPvss0ydOtWYZsKECeh0Op5//nlu3LhBq1at+Omnn8r1HChardYuO8ca0ErNiRBCiFJn8QDF29ubBQsWGIcVm6PRaJg+fTrTp0+39O6FEEIIUQbIhBtCCCGEsDsSoAghhBDC7kiAIoQQQgi7IwGKEEIIIeyOxTvJClFWzZhxOd+ywk59bdxWTWPav8vmzvsbNJlFzkuIsqwkf2eibJEaFCGEEELYHQlQhBBCCGF3JEARQgghhN2RPiiiXDHXvm1P+Qlhz2x1v1tyv9KfxXFIDYqwmfT0dEaPHk1wcDDu7u5ERkby5ZdfFjmfKVOmoNFoaNiwYb51kydPpmnTpvj5+eHu7s6CBa357rvxJCfH50u7bdscvvjiCebPb8b06cGsXz+6OIdlM6VxPrOzs5k7dy4NGzakQoUKBAQE0L17d/bs2ZMv7ZkzZ3j88cepUaMGHh4e3HfffYwZM4br168X6/iEY8vOzuDHH6cyb15TXnstlMWLu3L06DdFzmfbtjlMnx7M++93Mrv+7NmdLFnyCDNn1mbOnAjWrx9Nevo1kzTnz59Ho9GY/VecvxlhHVKDImwmJiaGAwcOMHv2bOrWrcvKlSsZNGgQiqIU+sGRcXFxzJs3j4CAALPrk5OTGTRoEOHh4Xh7ezN37l527nyHP/74iRdeiMXT89ZTpH/99SMCAhpQr95DHD7seB9SpXE+n3nmGb744gsmTZpE586dSUpKYvbs2XTo0IHdu3fTsmVLAP755x9at26Nj48Pr732GjVq1ODw4cNMmzaN2NhYDh48mO+p56Js++qrp0hMPELXri/j71+bo0fXs3bt86iqQuPGMYXK4/LlY+zZ8wEVKlQxu/78+b188cVjhIV1YdCgT8nIuM6WLa+zYkV//vOfH3F2djNJ/9///jff30ZYWFjxDlBYnAQowiY2btzIli1bjF+iAJ06deLChQuMHz+eAQMG4ORU8EMK9Xo9w4cP59lnn+XIkSNcu3YtX5r333/f5H3Hjh358cdIoqOjqVdvH08++aSx+njSpNPGL80jR762xGEWSWGrsc1VUZfG+czOzmblypUMHjyYmTNnGpe3bduW4OBgvvjiC2OA8u2333L9+nW++uorunTpYixPdnY2L7/8MkeOHKFp06aFOl7h+P78cxt//bWTvn3fp1GjPgCEhrYlOTmeLVtm0rDho2i1Bd+fBoOeb7/9H82bP8aVKyfIzEzKl+ann17D3782/ft/jJNT3tdbxYrV+eSTRzl8+EtatBhqkr5GjRq0bt3aQkcpLE1+wgibWL9+PV5eXvTr189k+fDhw0lMTGTfvn33zGP27NkkJSXx+uuvF2nfVark/fpydjaNzx35F31pnE+tVotWq8XX19dkuY+PT97TuN3djctcXFwA8qWtWLEigElaUfadOvUjrq4VaNDgEZPlTZsOIC3tCvHxh+6Zx65d76HTJdO580Sz61NTL5OYGEfjxn2NwQlAjRot8PevzcmTP5bsIESpc9xPZOHQjh07Rnh4eL4goXHjxsb1BTlx4gQzZ85k8eLFeHl53XN/er0enU7H4cOHGT16NHXr1iUmpnDVyo6gNM6ni4sLzz//PMuXL+ebb74hNTWV8+fP88wzz+Dr68szzzxjTNu7d29q1KjB2LFjOX78OOnp6ezcuZPZs2fzyCOPEB4eXsIjtk8bNmygXr16hIWFsWTJknzra9WqRePGjYmMzKvFu+nBBx8kMjKSyMhIqlSpwujRo0ux1NZ39eofVK4cZhI4AAQENDCuL3j7P9m58x169JiNm1uFu+7j9jzv3I+5fcyePRtXV1c8PT1p164d3333XaGOR5QOaeIRNnH9+nVq166db7mfn59x/d0oisKTTz5JTEyMyYf83Vy5coWgoFvNIq1atSI2NrZQgY2jKK3z+fbbb+Pr60vfvn1RFAXIqybfvn07derUMabz9fXl119/pW/fviadbfv168dnn31WpGNzFHq9njFjxhAbG4uPjw/NmjUjJibGeA1u2rNnT75775dffjG+bteuHb179y6NIpeazMwbVKpUI99yD4+KAOh0N+66raIofPvtGMLDu1O3bpcC9pFkkued+7l9H25ubjzzzDN069aNoKAgLl68yLvvvsujjz7Kxx9/zNNPP13IIxPWJAGKsBmNRlOsdW+99RanT5++56+dm306DAY9zzzzIwZDNv/8c5rduxfTuPGDDBu2Fm9v851B7Zm5virXrxtQ1RyTdbf3VbHE+QR4/fXXmTdvHtOnT+fBBx8kNTWV9957j27duvHTTz8Z+5XcuHGDRx99lMzMTL744guqV6/OsWPHeO211+jVqxc//PBDvtoeR7d//34iIiIICQkBIDo6ms2bNxv7BBVGQkIC586do3379tYq5j37OqmGGwz49/W8+X+jccqxyH4LugcLsnfvhyQlnWPQoGUl3E/e8pvHHxIygxMn4MQJmDatHf369aNVq1ZMnDiRYcOGlbn70xHJFRA24e/vb/ZXfVJS3q+gO3913nTx4kWmTp1qrJpNTk4G8n69KopCcnIybm5ueHh4GLdxcnImJKQJADVqtKROnU68805rdu16j+7dX7PwkdmGp2clMjPz/wq15Pk8efIkU6dO5c0332TcuHHGPLp3706DBg2MtQcAc+bMIS4ujgsXLhhrrx588EHq169P586d+eKLLxg6dGi+8jiyxMREY3ACUK1aNRISEkzSaDQa2rdvj7OzMy+99BJ9+/Y1Wb9mzRr69u3r0P2hzLnb/anTJQPg4VHJ7HbJyfHExs6la9eXcXJyQadLAUBR9Kiqgk6XgrOzKy4uHsYReXfbj7maldu5uLgwYMAAJk6cyOnTp8tsM6QjkQBF2ESjRo1YtWoVer3e5JfK0aNHAczOwQHw119/odPpGDVqFKNGjcq3vlKlSowaNYoFCxbcdd++vsF4ewdw/fpfJTsIO1K1an2OHfsGg0Fv0s5vyfN55MgRVFWlRYsWJmlcXFxo0qQJO3bsMC6Li4sjJCTEpGkNMG57rz4xjkhV1XzL7vw1v3v3boKDg4mPj6dz5840adLEpGls9erVzJ071+plLW13uz///vvkv+vrmd3uxo2L6PVZbNo0lU2bpuZbP2dOOK1aPU337q8a87h69WS+pqC//z55133c7uY1LI0AUVUUdFn5RyJZTE4maDR4qCrFq7uyPQlQhE306dOHjz/+mLVr1zJgwADj8uXLlxMcHEyrVq3MbhcZGWn8lX670aNHk5KSwqeffkq1atUK3Pf16+dITb1MvXoPlewg7Eh4eHcOHfqCkyd/oGHDR43LLXk+g4ODAfj111/p0KGDMW12djaHDh0yOe/BwcFs27aNhIQEk1qFvXv3AtzzGjmikJAQkxqT+Pj4fOf95jmsVq0aXbp0IS4uzhigXLp0ifj4eNq0aVN6hS4ld7s/jxxZg7d3INWqNTO7XWBgBEOH5h/yv2nTVLKz03j00bfx8ckLgn18gggJacrvv6+jTZsRxmHLly4d5Pr1s7Ru/Uy+fG6Xm5vLV199ReXKlU2CRmtQFYUnVjQnTpNr1f1QqzpNs7JY7qBBigQowia6d+9Ot27dGDFiBKmpqdSpU4dVq1axadMmPv/8c+OcHU899RTLly/n7Nmz1KxZk4oVK7JjR/5fQsnJnmRmZt227jJXrpxg8+bpNGjQg0qVaqLRaPj771P8+utHeHhUok2bESZ5nD+/l4yMvGYnVVVISYnn+PENANSq9QAVKvhb74SUUFhYZ2rXbs+GDZPIzk7Hz68W//nPT4U6nx07dsyXX8WKFdHr9Sbr2rVrR4sWLZg+fTqZmZm0b9+elJQU3n33Xc6dO2fS+fWFF17giy++oFu3bkycONHYB2XmzJkEBAQwZMgQa5+SUteyZUuOHTtGQkICPj4+bNy4kalTb/3qz8jIQFEUvL29SU5OZufOnbz44ovG9atXr6Zfv37F7qthz8zdn0ePfsOZM7HExLxnDCa+/XYMcXFrGDVqLxUrVsPDw5fQ0PwBm7u7L4piyLeua9fJfPbZQFav/g8tWgwlI+MaW7e+QdWq9Wna9NYPoU2bpqMouVSv3gIvr6rExCSyb98nJCbG8eijbzNz5lWrTomvy0qyfnDyr8Pu7ug0GjxLZW+WJQGKsJl169YxefJkpk6dSlJSEvXr12fVqlUMHDjQmMZgMGAwGMxWn9+Ll1cVvL0D2LPnQ9LT/0ZRDPj4BFG3bjcefPC/+PqGmKSPjZ3HhQt7je/Pn9/D+fN5U7gPHfq12Q9KezJgwFK2b59NbOxcdLpkIiIsez61Wi1btmxh7ty5rFmzhnnz5uHl5UWDBg3YuHEj3bt3N6a9//77+fXXX3nttdeYPHky//zzDyEhIfTq1YupU6dSuXJlixyzPXF2dmb+/Pl06tQJRVGYMGEC/v7+REdHs2TJErKysujTJ2+SMkVRGDlyJBEREcbtV69ezcKFC21VfKu78/6sXLkOffsuolGj3sY0iqKgqsW7PwFCQ9swZMhnxMbOY9WqYbi4eFC3ble6dXvFZBbZqlXrcfDg5xw9+g3Z2Wm4unoREhLJY4+tpE6djiU80vxUQKfRoOiS0LqC7rZJ5n7usRYPT/N9xEpCp9fRcf2/o/IcNOjVqMW9E2woNTUVX19fUlJS8PHxsVi+So6BxKl5X0jBr7ZB61rwzIblQUZ6Njdm7geg0pSWVPByu8cW1ufQD+hT05hGXj+MGRwAjbfVdlVeHoqWmXmNVmvynsuyr18snp5lL/ixpEKN4lmd13n3q/5r0TiZ78Bqb7788knOn99LaGg7Bgz4uMT5Wervx3DjH4atbkucu/nPTmvds5m5mbRamdfEuG/wPjxd7KMOpSjf31KDIoQQ5ci9vnjTU1y5tLqUCmNBrVo9RdOmA4mLW2Oy3NaBuk6ruWtw0lR1xcPd8rUnZYUEKEIIIRxeaGhbzp3L/1Rtm7uteWX7w+uo4H2rRsrD3Q9NGRtSbkkSoAghhBClwMPDD09P++1sb28kdBNCCCGE3ZEaFCGEEGaNGxuAl++tX/yO2EH9zjKb65NSkuOydR+XskxqUIQQQghhdyRAsSFLP5p92LBh1K5d27guMTGxtA5FCCFs6rPPBrFmzX84fXob8+ffT0JCnK2LJEpImnhsxFqPZl+4cCE9e/a0atlFwf74Yws//TQDVVVp2/Z57r+/7M2aKoS9efzxVbYugrAwCVBsxFEezS6KxmDQs3nzDIYNW4ObmzcffhhFeHg0np6lP9mVuXZ1aS8XJVHY+8ee+6pYumyFmfiO+/Jez5v3NxqnnALTy9/oLdLEcxdqjgGlGP8KOzFvUR7N3rJlS9auXZsvD3OPZh83bhxNmjRh2rRpxZ4uWhRfQsJhqlati49PEG5uXoSFdebs2Z9tXSwhhHA4UoNyF5dn7ivWdq41fajyXON7PvDLGo9mnzVrFoGBgeh0OgYOHMiKFSsYOnRosY5DFE9a2t94ewca3/v4BJGaesWGJRJCCMckAcptNC5aXGv6kHMhtdh55FxIRc1V0NzjOT7WeDR7UFBe1aCnpydDhgzhl19+kQCl1N078LQlafYRpaEk95Q9Nw+VBvkbvUUClNtoNBqqPNcYNVcp8rZqjqFItS7WeDT75cuXCQoKwmAwsGHDBpPgRZQOb+9A0tJu1Zikpl4mJKSpDUskhBCOSQKUO2g0mnvWfphT1JDGGo9mHzJkCNeuXcNgMNCxY0eeeeaZIh+HKJmQkKZcvfoHqamXcXPz5vTp7XTo8D9bF0sIIRyOBCg21KtXL3r16mWybOPGjcbXR44cueu2+/blr63Zvn275QonisXJyZmHHprKsmX9UFWFtm2fx9NTnlYqhBBFJQGKcDiWnqra0urXj6J+/ShbF6PQpM1b2BN7//sWpUeGGQshhBDC7kiAIoQQQgi7IwGKEEIIIeyO9EERQggh7IT0/7pFalCEEEIIYXckQBFCCCGE3ZEmHuFwZMihZUmVshDCHkkNihBCCCHsjgQoQgghhLA7EqAIIYQQwu5IHxQhyhHpbyIcUUnuW2v3WbtX2dJTXVm7Pu/1uHEBePn4W7U8ZYnUoAghhBDC7kgNirgnVVUxAKnpOejVkuYFWbkGANxdnNBoip6H3pBbskLYkAY9ubgB4EomKsU4ASZUXMgG+DffgvPLTUst3l5UFSdDDpriXDArU3RJuOXk3ZiZaUkouSUvY5ZBB4C7k0eJ83I0uvQk42tDUhJ6/d3TqqpKlgsF3xeqipqVBYDG3Z1i/dGXgGq4YdX801NdC1yfmW7d/ZdlEqCIAqmqyq50A0kGFaYfsHVxAAi0dQFK6CO+BMCHJCCp4MSW3vf4S8Xe1jflLM0Ov1XikMoaPvv3/3/mP2rTcpQ1id173TPNqWow9TGnUg88Cu0+62Z/s/lGWJ408YgCOauavOBElHspvvehaAv+tSjKn/rx4Oa4lZqlJvyGJ55elWxdDIciNSiiQLdX3Q6Y1gIXr5J9QVmiiceceXP/tkxGpULFnWw0FqmLuHsTz/jxARbIH7JTMlk+8wQA9/34HW6+FSySryWpqopOo7HYr/jy3MQDeefTXV9w001G2g0SH34EgI3R6/H09rtbZjZt4rEXnl6V0GqlTqAoJEARhebt5Yabt33+gnZ2crF1EYpEj+XOYy7eZpe7ePtYJH9Ff+sLRevjh7ai+f3Zmped5lVWOd327eHp5Vfw6BRf65dHlD0SzgkhhBDC7kgNiigTCjtPgjzHRwghHIPUoAghhBDC7kiAIoQQotzZsGED9erVIywsjCVLluRbX6tWLRo3bkxkZCTR0dHG5R07dqR+/fpERkYSGRlpXH748GFatWpFo0aNGDx4MLm5MrSppKSJR5Qr5pqCykKzj0xhL0Th6fV6xowZQ2xsLD4+PjRr1oyYmBj8/ExHIu3Zswcvr/xdpr/++msaNmxosuzpp59m0aJFtGrVijlz5vDpp5/yn//8x6rHUdZJDYoQQohyZf/+/URERBASEoK3tzfR0dFs3ry5RHlevHiRVq1aAdC5c2fWrVtniaKWaxKgCCGEKFcSExMJCQkxvq9WrRoJCQkmaTQaDe3bt6dly5asXbvWZN3gwYNp1qwZixYtMi677777jEHO+vXr8+Unis4qAUpCQgKPPfYY/v7+eHp6EhkZycGDB43rVVVl+vTpBAcH4+HhQceOHTl+/Lg1iiKEEEKYUNX8s2PfOSnd7t27OXToEOvWrWPSpEmcOXMGgJUrV/L777+zdetWli1bxo4dOwD45JNPmDt3Li1atMDJyQlnZ9v2oNDpdWZfOxKLn8EbN27Qtm1bOnXqxI8//kjVqlU5e/YsFStWNKZ58803eeutt1i2bBl169Zl5syZdOvWjT/++ANvb/ucBEoIcyzZp0X6kQhROkJCQkxqOOLj443NMzcFBwcDebUrXbp0IS4ujjp16hiX+/n50bdvXw4cOECHDh1o0KABW7duBWDXrl2cOnWqlI6m7LJ4DcqcOXOoXr06n376KS1btqRWrVp06dKF++7Le2KTqqosWLCAyZMnExMTQ8OGDVm+fDmZmZmsXLnS0sURQogCFXc0x4MPPmgcyVGlShVGjx4NwLBhw6hdu7ZxXWJiYmkdiiikli1bcuzYMRISEkhLS2Pjxo1ERUUZ12dkZJCWlgZAcnIyO3fuJDw8HL1ez7Vr1wDIyspi8+bNREREAPDPP/8AeR1w58yZY/MOsh7OHmZfOxKL16B89913REVF0a9fP3bs2EFISAjPP/88zzzzDADnzp3jypUrPPTQQ8Zt3Nzc6NChA3v27OHZZ5+1dJGEMGvDhg2MHTuWa9dyadv2ee6/f4jJ+rffbombmzcajQZv70Aee+xzAHbsWMDBg5+Tm6tj2rRbTyM+fPgwzz33HOfPp1K1an369HkHJwebgr+8Kclojl9++cX4ul27dvTu3dv4fuHChfTs2dOqZRfF5+zszPz58+nUqROKojBhwgT8/f2Jjo5myZIlZGVl0adPHwAURWHkyJFERESQkZFBVFQUubm5GAwG+vfvT/fu3QFYsWIFH330Eaqq8vTTT9OtWzdbHmKZYPEA5a+//mLx4sWMGTOGl19+mf379zNy5Ejc3Nx44oknuHLlCgABAaYPMgsICODChQtm88zOziY7O9v4PjU11dLFFuXM7V9M77+fyYcfRhEeHo2np+nTRp966jvc3EwfjlenTkeaNRvEokWdTZbfHGa4aVMNdu16j8OHv6J588esfiyi+G4fzQEYR3MMGjSo0HkkJCRw7tw52rdvb61iCivo1asXvXr1Mlm2ceNG4+sjR47k26ZChQom/SlvN3bsWMaOHWvZQpZzFg9QFEWhefPmvPHGGwA0bdqU48ePs3jxYp544gljujs7JKmqetcnZ86aNYsZM2ZYuqiiHLv9i8nN7TJhYZ05e/ZnGjXK+9U0bVoQn37qxMsvB5qZByGvr8iyZaYtpDeHGbZqBQcO9OaVV15h2rTxpXE4opiKMprD2dmZl156ib59+5qsX7NmDX379jV5Uu24ceOYPHkyvXv3Zvr06QU+FVgIYZ7F+6AEBQXRoEEDk2Xh4eFcvHgRgMDAQABjTcpNV69ezVerctOkSZNISUkx/rt06ZKliy3KmTu/mHx8gkhNNb0nCxpmaI4MM3Q8JRnNcdPq1asZMGCA8f2sWbM4efIke/fu5fDhw6xYscI6hReijLN4gNK2bVv++OMPk2V//vknNWvWBCA0NJTAwEC2bNliXJ+Tk8OOHTto06aN2Tzd3Nzw8fEx+SdESVjii+lO9jbMUNybudEcQUGmo6nMjea46dKlS8THx5t8dgUFBaHRaPD09GTIkCEcOHDAugchRBll8QDlf//7H7/++itvvPEGZ86cYeXKlXz00Ue88MILQN6XwOjRo3njjTdYv349x44dY9iwYXh6ejJ48GBLF0cIs27/Ypo2LYjw8FSGDq3HtGlBxuG+BX0xmXNzmOGBAweIioqiTp06Vj0GUXLFHc1x0+rVq+nXr59JcHv5ct4wc4PBwIYNG4yjPIQQRWPxn3gtWrRg/fr1TJo0iVdffZXQ0FAWLFjAkCG3RkhMmDABnU7H888/z40bN2jVqhU//fSTzIEiSs3tX0w+Pj5s3LiRqVOnGtdnZGSgKAre3t7GL6YXX3yxwDz/+ecfqlSpYhxmOHLkSGsfhiih4o7muGn16tUsXLjQJM8hQ4Zw7do1DAYDHTt2NI5gFEIUjVXqoHv27FngEDuNRsP06dOZPn26NXYvxD2V5Itp+vTpLFmyhBs3blCtWjUmTJjAyJEjZZihgyrOaI6b9u3bl2/Z9u3bLVc4O6IoCplpN4zvdek3CkgtRMlJI7kot4r7xXS34FqGGYqySlEUtka3pPr5DFsXRZQj8rBAIYQQBcpMu3HX4ORSqBee3pXMrhOiJKQGRQghRKFV3vY9Hl63ApJ63pVM5oARwlIkQBFCCFFoHl6V8PL1t3UxRDkgYa8QQggh7I4EKEIIIYSwO9LEYwVqjgHF1oWwEDXHYOsiCDuSk2raUdLFt4L0PxBCWIUEKFZweWb+uREcld7MlPCi/Fox64TJ+0r6Kwz8aKAEKUIIi5NPFQvRuGhxrVm2nxGkcZHbpTxy8a1AJf0Vs+tuOAeSmyJzYwghLE9qUCxEo9FQ5bnGqLllpXEnT262AcbvAvI/TE+UD1qtloEfDTQJRHJSM/LVpgghhCVJgGJBGo0GjauTrYthUVpp4RHkBSluleRZWUKI0iN19kIIIYSwOxKgCCGEEMLuSIAihBBCCLsjAYoQQggh7I4EKEIIIYSwOxKgCCGEEMLuyDBjUWi52TLtfVGpqoo+J29uHGdXbZmZSyY359Z8P0qWDiWzbA2vL5NUFSUrCwCtuzsU4V5UdTrj6yyDDm1upsWLJyxLp9fdO5GdkwBFFNqnE3bZugjCDp3t0g0nJcfWxRCl5OG1D5PtWjYCbWHfpIlHFMjZVUvQfb62LoawU74pZ9FKcFJunKoG2S62LoUoiqZVm+Lh7GHrYhSLRlUd72lwqamp+Pr6kpKSgo9P2X7+jT24vZlCFE1ZbeKBvGNzMmSXqWMq00rQxJO3uUqWizzywtF4OHvY1TUryve3NPGIe9JoNLi4SR+D4nJ1t3UJrEk+QhyJtkKFEm1fsq2FKBpp4hFCCCGE3ZEARQghhBB2RwIUIYQQQtgdCVCEEEIIYXckQBFCCCGE3ZEARQghhBB2RwIUIYQQQtgdCVCEEEIIYXckQBFCCCGE3ZEARQghhBB2RwIUIYQQQtgdCVCEEEIIYXckQBFCCCGE3XHIR5GqqgrkPbZZCCGEEI7h5vf2ze/xgjhkgJKWlgZA9erVbVwSIYQQQhRVWloavr6+BabRqIUJY+yMoigkJibi7e2NRqOxdXGMUlNTqV69OpcuXcLHx8fWxSnX5FrYD7kW9kOuhf0or9dCVVXS0tIIDg5Gqy24l4lD1qBotVqqVatm62LclY+PT7m64eyZXAv7IdfCfsi1sB/l8Vrcq+bkJukkK4QQQgi7IwGKEEIIIeyOBCgW5ObmxrRp03Bzc7N1Uco9uRb2Q66F/ZBrYT/kWtybQ3aSFUIIIUTZJjUoQgghhLA7EqAIIYQQwu5IgCKEEEIIuyMBihBCCCHsjgQoFrJo0SJCQ0Nxd3fn/vvv55dffrF1kcq8WbNm0aJFC7y9valatSq9e/fmjz/+MEmjqirTp08nODgYDw8POnbsyPHjx21U4vJj1qxZaDQaRo8ebVwm16L0JCQk8Nhjj+Hv74+npyeRkZEcPHjQuF6uRenQ6/VMmTKF0NBQPDw8qF27Nq+++iqKohjTyLUogCpK7Msvv1RdXFzUjz/+WD1x4oQ6atQotUKFCuqFCxdsXbQyLSoqSv3000/VY8eOqXFxcWqPHj3UGjVqqOnp6cY0s2fPVr29vdW1a9eqR48eVQcMGKAGBQWpqampNix52bZ//361Vq1aauPGjdVRo0YZl8u1KB1JSUlqzZo11WHDhqn79u1Tz507p27dulU9c+aMMY1ci9Ixc+ZM1d/fX92wYYN67tw5dc2aNaqXl5e6YMECYxq5FncnAYoFtGzZUn3uuedMltWvX1+dOHGijUpUPl29elUF1B07dqiqqqqKoqiBgYHq7NmzjWmysrJUX19f9YMPPrBVMcu0tLQ0NSwsTN2yZYvaoUMHY4Ai16L0vPTSS2q7du3uul6uRenp0aOH+uSTT5osi4mJUR977DFVVeVa3Is08ZRQTk4OBw8e5KGHHjJZ/tBDD7Fnzx4blap8SklJAcDPzw+Ac+fOceXKFZNr4+bmRocOHeTaWMkLL7xAjx496Nq1q8lyuRal57vvvqN58+b069ePqlWr0rRpUz7++GPjerkWpaddu3Zs27aNP//8E4AjR46wa9cuoqOjAbkW9+KQDwu0J9euXcNgMBAQEGCyPCAggCtXrtioVOWPqqqMGTOGdu3a0bBhQwDj+Td3bS5cuFDqZSzrvvzySw4dOsSBAwfyrZNrUXr++usvFi9ezJgxY3j55ZfZv38/I0eOxM3NjSeeeEKuRSl66aWXSElJoX79+jg5OWEwGHj99dcZNGgQIH8X9yIBioVoNBqT96qq5lsmrOfFF1/k999/Z9euXfnWybWxvkuXLjFq1Ch++ukn3N3d75pOroX1KYpC8+bNeeONNwBo2rQpx48fZ/HixTzxxBPGdHItrO+rr77i888/Z+XKlURERBAXF8fo0aMJDg5m6NChxnRyLcyTJp4Sqly5Mk5OTvlqS65evZovKhbW8d///pfvvvuO2NhYqlWrZlweGBgIINemFBw8eJCrV69y//334+zsjLOzMzt27GDhwoU4Ozsbz7dcC+sLCgqiQYMGJsvCw8O5ePEiIH8XpWn8+PFMnDiRgQMH0qhRIx5//HH+97//MWvWLECuxb1IgFJCrq6u3H///WzZssVk+ZYtW2jTpo2NSlU+qKrKiy++yLp169i+fTuhoaEm60NDQwkMDDS5Njk5OezYsUOujYV16dKFo0ePEhcXZ/zXvHlzhgwZQlxcHLVr15ZrUUratm2bb7j9n3/+Sc2aNQH5uyhNmZmZaLWmX7NOTk7GYcZyLe7Bhh10y4ybw4yXLl2qnjhxQh09erRaoUIF9fz587YuWpk2YsQI1dfXV/3555/Vy5cvG/9lZmYa08yePVv19fVV161bpx49elQdNGiQDOErJbeP4lFVuRalZf/+/aqzs7P6+uuvq6dPn1a/+OIL1dPTU/3888+NaeRalI6hQ4eqISEhxmHG69atUytXrqxOmDDBmEauxd1JgGIh77//vlqzZk3V1dVVbdasmXGoq7AewOy/Tz/91JhGURR12rRpamBgoOrm5qa2b99ePXr0qO0KXY7cGaDItSg933//vdqwYUPVzc1NrV+/vvrRRx+ZrJdrUTpSU1PVUaNGqTVq1FDd3d3V2rVrq5MnT1azs7ONaeRa3J1GVVXVljU4QgghhBB3kj4oQgghhLA7EqAIIYQQwu5IgCKEEEIIuyMBihBCCCHsjgQoQgghhLA7EqAIIYQQwu5IgCKEEEIIuyMBihBCCCHsjgQoQgghhLA7EqAIIYQQwu5IgCKEEEIIuyMBihBCCCHszv8DRe+o3VC054MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=1,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "78f17415-a15e-4e86-87f1-f2a3dc9e155c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=-2,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f42fa215-ba27-4113-9c15-4e6c85aac881",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo #translate(geo,xoff=-2,yoff=0)\n",
    "    else:\n",
    "        if i==2:\n",
    "            geo = translate(geo,xoff=-1,yoff=-2)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "67d9e227-5e35-4cf0-afc1-f6adb935fc8a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i,geo in enumerate(dPolyList[1]):\n",
    "    plotPoly(geo)\n",
    "    plotCenter(i,geo)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "e0b0b06d-28bf-4855-8500-d5b1c2e7e7f3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBox = Polygon([Point(-10,45), Point(95,45), Point(95,150), Point(-10,150)])\n",
    "mapPoly = dPolyList[1][0]\n",
    "for polly in dPolyList[1]:\n",
    "    mapPoly = mapPoly.union(polly)\n",
    "pointB = dPolyList[1][1].centroid\n",
    "pointA = dPolyList[2][1].centroid\n",
    "pointC = dPolyList[1][10].centroid\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[1]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "fillPlotColor(pointA.buffer(1.),\"orange\")\n",
    "fillPlotColor(pointB.buffer(1.),\"green\")\n",
    "fillPlotColor(pointC.buffer(1.),\"black\")\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "fillPlotColor(pointA.buffer(1.),\"orange\")\n",
    "fillPlotColor(pointB.buffer(1.),\"green\")\n",
    "fillPlotColor(pointC.buffer(1.),\"black\")\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "a0ec68c3-27ca-4128-97e6-28dbe5d79526",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is an alternate method of generating each pixel's lean.  Random + distance from city\n",
      "The statewide vote is 0.4970905213153537\n",
      "this map has 10.0 Dem-leaning districts out of 25\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this map has 13.0 Dem-leaning districts out of 25\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"this is an alternate method of generating each pixel's lean.  Random + distance from city\")\n",
    "pGOP = list()\n",
    "pPoly = list()\n",
    "wobble = 0.03\n",
    "corrL = 2.2\n",
    "suburbanShift = 0.1\n",
    "edgeCityShift = 0.25\n",
    "edgeCorrL = 1.\n",
    "redBkg = 0.585\n",
    "cityBluuu = 0.17\n",
    "rLean2, rLean2B = [0. for d in range(nDistricts)], [0. for d in range(nDistricts)]\n",
    "for xx in range(-3,91,1):\n",
    "    x = xx - 0.5\n",
    "    for yy in range(43, 146, 1):\n",
    "        y = yy - 0.5\n",
    "        if mapPoly.contains(Point(x,y)):\n",
    "            newPoly = Polygon([Point(x-0.5,y-0.5),Point(x+0.5,y-0.5),Point(x+0.5,y+0.5),Point(x-0.5, y+0.5) ])\n",
    "            pPoly.append(newPoly )\n",
    "            edgeDist = Point(x,y).distance(blueAreas)\n",
    "            if edgeDist > 0:\n",
    "                newLean = redBkg - suburbanShift * math.exp(-1.*edgeDist/corrL) + random.normal(0,wobble)\n",
    "                pGOP.append(newLean)\n",
    "            else:\n",
    "                edgeDist = np.min([Point(x,y).distance(city.exterior) for city in blueAreas.geoms])\n",
    "                newLean = cityBluuu + edgeCityShift* math.exp(-1.*edgeDist/edgeCorrL) + random.normal(0,wobble)\n",
    "                pGOP.append(newLean)\n",
    "            fillPlotLean2(newPoly,newLean)\n",
    "            for dNo,polly in enumerate(dPolyList[1]):\n",
    "                if polly.contains(Point(x,y)):\n",
    "                    rLean2[dNo] += newLean/289.\n",
    "            for dNo,polly in enumerate(dPolyList[2]):\n",
    "                if polly.contains(Point(x,y)):\n",
    "                    rLean2B[dNo] += newLean/289.\n",
    "nDemDistricts = 0.\n",
    "for dNo, polly in enumerate(dPolyList[1]):\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        nDemDistricts +=1\n",
    "print(\"The statewide vote is\",np.sum(pGOP)/len(pGOP))\n",
    "print(\"this map has\",nDemDistricts,\"Dem-leaning districts out of\",nDistricts)\n",
    "plt.show()\n",
    "\n",
    "nDemDistricts = 0.\n",
    "for p in range(len(pGOP)):\n",
    "    fillPlotLean2(pPoly[p], pGOP[p])\n",
    "for dNo, polly in enumerate(dPolyList[2]):\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        nDemDistricts +=1\n",
    "print(\"this map has\",nDemDistricts,\"Dem-leaning districts out of\",nDistricts)\n",
    "plt.show()                                  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "caf27ecf-cefe-4a63-a24c-c4b2ddf0dc7a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pv7ZSWl6BoW8esXcxWiQGKFagUrlZLUABAE8L53c9ULmZNs4atHc1758/mSrX6VCh1wEA3N3d4OHJ9mwu51oB9e+nkni7OsHFzdm+BWrhnEUtnEUtAMDbwx1uXgxQyD44xNNKuTu54S7VxVtO31N8BxdUW7FEREREf2APSiulVCqxZ8hoVNQ2fXVOefVv+ProA3CBDgrFCBuVjoiIWjsGKK2YUqmEp/omQwzGarhCZ5sCERER/Y5DPERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREssMAhYiIiGSHAQoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREssMAhYiIiGSHAQoRERHJDgMUko1169YhKCgIrq6uiIiIwIEDB25puS+++AJOTk7o16+fyfQTJ07g0UcfRdeuXaFQKJCSktJkPsnJyVAoFJg7d+7tVUCGzGnTvLw8REdHo127dtBoNAgJCcGaNWtM0gwfPhwKhaLea/To0Q3m6Whtaul9NDMzs8H2rK6ultJc33///IqPj7dk1ezCnPbMzc1tsB2+//57k3QpKSkIDg6GRqNBYGAgnn/+eZP2TE1NRZ8+feDl5QUvLy9ERUXh008/tVod6fYxQCFZ2Lx5M+bOnYuFCxeioKAAQ4cORVxcHC5cuNDkclqtFk8++SRiYmLqzausrMSdd96JlStXws/Pr8l8jhw5grS0NPTp06dZ9ZATc9vU3d0ds2bNwv79+/Hdd98hKSkJSUlJSEtLk9Js2bIFxcXF0uv48eNQqVR47LHH6uXnaG1qjX0UALy8vEzatLi4GK6urtL8I0eOmMzLyckBgAbbvCW53fY8deqUSXv06NFDmvf+++8jMTERixcvxnfffYf09HRs3rwZCxYskNJ06tQJK1euxNGjR3H06FHcd999GDt2LE6cOGG1utLtYYBCsrB69Wo8/fTTeOaZZ9CrVy+kpKQgMDAQqampTS43ffp0TJw4EVFRUfXm9e/fH6+//jrGjx8PFxeXRvMoLy/HE088gXfffRdt2rRpdl3kwtw2DQ8Px4QJExAaGoquXbti0qRJGDlypMmv2rZt28LPz0965eTkwM3Nrd7B0hHb1Br7KAAoFAqTNv1zMN2hQweTeR9//DG6deuGYcOGWaxu9nC77enj42PSHiqVSpr35ZdfIjo6GhMnTkTXrl0RGxuLCRMm4OjRo1KaMWPGYNSoUejZsyd69uyJ5cuXw8PDA1999ZXV6kq3hwEK2Z1er0d+fj5iY2NNpsfGxuLgwYONLpeRkYEffvgBixcvbtb64+PjMXr0aNx///3NykdObrdNb1RQUICDBw82eSBMT0/H+PHj4e7ubjLd0drUmvtoeXk5unTpgk6dOuHBBx9EQUFBk+XIysrCtGnToFAozK+ITDRn/wwPD4e/vz9iYmKwd+9ek3lDhgxBfn4+Dh8+DAD48ccfsWPHjkaHIA0GAzZt2oSKiopGA0iyHyd7F4Do8uXLMBgM8PX1NZnu6+uLkpKSBpc5c+YMEhMTceDAATg53f5uvGnTJnz99dc4cuTIbechR7fTptd16tQJv/76K2pra7FkyRI888wzDaY7fPgwjh8/jvT0dJPpjtim1tpHQ0JCkJmZid69e6O0tBRvvPEGoqOj8c0335gMXVy3bds2XLt2DVOnTm12nezpdtrT398faWlpiIiIgE6nw4YNGxATE4Pc3Fzcc889AIDx48fj119/xZAhQyCEQG1tLZ577jkkJiaa5HXs2DFERUWhuroaHh4e2Lp1K+666y7rVJZuGwMUko0//yIUQjT4K9FgMGDixIlYunQpevbsedvru3jxIubMmYPdu3ebjPk7kltt0xsdOHAA5eXl+Oqrr5CYmIju3btjwoQJ9dKlp6cjLCwMAwYMkKY5eptaeh8dNGgQBg0aJH2Ojo7G3XffjbVr1+LNN9+slz49PR1xcXEICAhoRi3kw5z9Mzg4GMHBwdLnqKgoXLx4EatWrZIClNzcXCxfvhzr1q3DwIEDcfbsWcyZMwf+/v5YtGiRSV6FhYW4du0asrOzMWXKFOzbt49BiswwQCG7a9++PVQqVb1fTpcuXar3CwsAysrKcPToURQUFGDWrFkAAKPRCCEEnJycsHv3btx33303XW9+fj4uXbqEiIgIaZrBYMD+/fvx1ltvQafTmYxvtyTmtumNgoKCAAC9e/fGL7/8giVLltQLUCorK7Fp0yYsW7bMZLqjtqmt9lGlUon+/fvjzJkz9eadP38ee/bswZYtWyxUK/tpzv55o0GDBiErK0v6vGjRIkyePFnq9evduzcqKirw7LPPYuHChVAq685qUKvV6N69OwAgMjISR44cwRtvvIF33nmnuVUjC+I5KGR3arUaERER0tUJ1+Xk5GDw4MH10nt5eeHYsWMoLCyUXjNmzJB+FQ0cOPCW1hsTE1Mvn8jISDzxxBMoLCxskQfS68xt08YIIaDT6epN//DDD6HT6TBp0iST6Y7aprbaR4UQKCwshL+/f715GRkZ8PHxafR8ipbEUvtnQUGBSVtVVlZKQch1KpUKQggIIRrNp7H9nOyLPSgkCwkJCZg8eTIiIyMRFRWFtLQ0XLhwATNmzAAALFiwAEVFRVi/fj2USiXCwsJMlvfx8YGrq6vJdL1ej5MnT0rvi4qKUFhYCA8PD3Tv3h2enp718nF3d0e7du3qTW+JzGlTAHj77bfRuXNnhISEAKi7L8qqVaswe/bsenmnp6fj4YcfRrt27UymO3KbWmMfXbp0KQYNGoQePXqgtLQUb775JgoLC/H222+bLGs0GpGRkYEpU6Y065wrOTF3/0xJSUHXrl0RGhoqnSycnZ2N7OxsKc8xY8Zg9erVCA8Pl4Z4Fi1ahIceekgKjl9++WXExcUhMDAQZWVl2LRpE3Jzc7Fz507bNwI1yTH2dGrxxo0bhytXrmDZsmUoLi5GWFgYduzYgS5dugAAiouLb3p/hD/7+eefER4eLn1etWoVVq1ahWHDhiE3N9eSxZclc9vUaDRiwYIFOHfuHJycnNCtWzesXLkS06dPN8n39OnTyMvLw+7du21aH3uzxj567do1PPvssygpKYG3tzfCw8Oxf/9+k/N6AGDPnj24cOECpk2bZrH62Ju57anX6zFv3jwUFRVBo9EgNDQUn3zyCUaNGiWlSUpKgkKhQFJSEoqKitChQweMGTMGy5cvl9L88ssvmDx5MoqLi+Ht7Y0+ffpg586dGDFihO0qT7dEIZrq95Kp0tJSeHt7Q6vVwsvLy97FAQAYDJXI3dcbADB82DGoVG52LpFllFVfxuGDdd3RAwYfgqdrezuXqGUr117BxYFDAACBh/Lg4d3uJkvQzeiuluFfC+quGHomuT9c2njauUQtW2VpBVL/ZxwA4Ll3N8PNy/0mS1BTtKUV6LsiFwDwzcvD4W2j9qzU1+Kuv+8CAJxcNhJuann0R5hz/OY5KERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREssMAhYiIiGRHHtcdEREROSwBDXSoriiDs7LWJmus1BugQTWq4GKT9VkDAxQ7WbduHV5//XUUFxcjNDQUKSkpGDp06E2X++KLLzBs2DCEhYWhsLBQmj58+HDs27evXvpRo0bhk08+AQAkJydjy5Yt+P7776HRaDB48GC8+uqrJg/gIiIiCxIC/6deikjlacCGj/pxA/CdK3DE2BMQI223Ygsye4hn//79GDNmDAICAqBQKLBt2zZpXk1NDV566SX07t0b7u7uCAgIwJNPPomff/7ZJA+dTofZs2ejffv2cHd3x0MPPYSffvqp2ZVpKTZv3oy5c+di4cKFKCgowNChQxEXF3fTu1BqtVo8+eSTiImJqTdvy5YtKC4ull7Hjx+HSqXCY489JqXZt28f4uPj8dVXXyEnJwe1tbWIjY1FRUWFxetIRESABtV1wYmd9FeehgYt8zlDZvegVFRUoG/fvnjqqafw6KOPmsyrrKzE119/jUWLFqFv3764evUq5s6di4ceeghHjx6V0s2dOxf/+c9/sGnTJrRr1w4vvPACHnzwQeTn57fYh4mZY/Xq1Xj66aelJ26mpKRg165dSE1NRXJycqPLTZ8+HRMnToRKpTIJDAGgbdu2Jp83bdoENzc3kwDlz8+auP7wsfz8fOlx5UREZDkKhUJ6XzrjWzh53GGbFddUwu2NkHplaEnMDlDi4uIQFxfX4Dxvb+96T6dcu3YtBgwYgAsXLqBz587QarVIT0/Hhg0bcP/99wMAsrKyEBgYiD179mDkyJbZFXWr9Ho98vPzkZiYaDI9NjYWBw8ebHS5jIwM/PDDD8jKysIrr7xy0/Wkp6dj/PjxcHdv/LbKWq0WQP3ghoiILE/j5gFnD2/brEzf8s/gsPpVPFqtFgqFAnfccQcAID8/HzU1NYiNjZXSBAQEICwsrNEDtE6nQ2lpqcmrpbp8+TIMBgN8fX1Npvv6+qKkpKTBZc6cOYPExES8//77t/Qk08OHD+P48eNSD01DhBBISEjAkCFDWvxTZomIyPFYNUCprq5GYmIiJk6cKD0UqKSkBGq1Gm3atDFJ29QBOjk5Gd7e3tIrMDDQmsW2iT93uQkhGuyGMxgMmDhxIpYuXYqePXveUt7p6ekICwur90TUG82aNQvffvstPvjgA/MKTkREZANWC1Bqamowfvx4GI1GrFu37qbpGztAA8CCBQug1Wql18WLFy1dXJtp3749VCpVvWDs0qVL9XpVAKCsrAxHjx7FrFmz4OTkBCcnJyxbtgzffPMNnJyc8Pnnn5ukr6ysxKZNm5rsPZk9eza2b9+OvXv3olOnTpapGBERkQVZZZCqpqYGjz/+OM6dO4fPP//c5JHKfn5+0Ov1uHr1qkkvyqVLlzB48OAG83NxcYGLS8u9lvtGarUaERERyMnJwSOPPCJNz8nJwdixY+ul9/LywrFjx0ymrVu3Dp9//jn+7//+D0FBQSbzPvzwQ+h0OkyaNKleXkIIzJ49G1u3bkVubm69ZYmIiOTC4gHK9eDkzJkz2Lt3L9q1a2cyPyIiAs7OzsjJycHjjz8OANJlsa+99pqliyNLCQkJmDx5MiIjIxEVFYW0tDRcuHABM2bMAFDXY1RUVIT169dDqVTWO0fEx8cHrq6uDZ47kp6ejocffrheuwNAfHw8Nm7ciI8++gienp5SL463tzc0Go0VakpERHR7zA5QysvLcfbsWenzuXPnUFhYiLZt2yIgIAB//etf8fXXX+Pjjz+GwWCQDoJt27aFWq2Gt7c3nn76abzwwgto164d2rZti3nz5qF3797SVT2Obty4cbhy5QqWLVuG4uJihIWFYceOHejSpQuAuoDtZvdEacjp06eRl5eH3bt3Nzg/NTUVQN1N3W6UkZGBqVOnmr0+IiIiazE7QDl69Cjuvfde6XNCQgIAYMqUKViyZAm2b98OAOjXr5/Jcnv37pUOjGvWrIGTkxMef/xxVFVVISYmBpmZma3iHijXzZw5EzNnzmxwXmZmZpPLLlmyBEuWLKk3vWfPnhBCNLpcU/OIiIjkxOwAZfjw4c0+CLq6umLt2rVYu3atuasnIiKiVoBPMyYiIiLZYYBCREREssMAhYiIiGSHAQoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREsmPxpxmT46rUX4VCoWhWHkIIVBuqAQCuKtdm59fSVNb89sf7igoIpbp5GQpAVFcBABSuGqB1NScAQF9RIb0vrdBD7aRrdp61egMAwEndep4Pdl1V+R/tV1P2G2pQ3az8BIBaXV2eTi4urW4XrSm/Cmd7F6KFYoBCTbrx2Uqjtj0CvWht/14sy0UvsOH391fuG2nXsjgKg1IN3LMGAPDhK9/YuTQtnxA10vt/JTxnx5I4BieFAXNCfv/AB7aahUM81CQX7iEWpXMGvu9k71I4FqVRD2/tD/YuhgNxgkIVYO9COCQnpdHeRWhR2INCTbpxCCbnkS1Qq9s1K7/WPsRTpi9HeKef4VoDfDXwTrg7uzUvQw7x4LfqGvxjZS6MqkrsenEY2rk2c9gMrXyIp6IUbd+eAKAGVfEFcHPzbFZ+rX2IB5VXgH/2B4BW9/+uuRig0C3zcGnb7AAFAJr3765lEwoXQHUV1SrA3cMdnmqP5mfq1ZpbFKh20kHn7AIA8PRQw1vjYucStWzOCjXUqrqAotajDZw9vJudZ/NDxhaMvSa3jR34REREJDsMUIiIiEh2GKAQERGR7DBAISIiItlhgEJERESywwCFiIiIZIcBChEREckOAxQiIiKSHQYoREREJDsMUIiIiEh2GKAQERGR7DBAISIiItlhgEJERESywwCFiIiIZIcBChEREckOAxQiIiKSHQYoREREJDsMUIiIiEh2GKCQbKxbtw5BQUFwdXVFREQEDhw40Gja3NxcKBSKeq/vv//eJF12djbuuusuuLi44K677sLWrVtN5nft2rXBfOLj461SR1szp01v9MUXX8DJyQn9+vWrN+/atWuIj4+Hv78/XF1d0atXL+zYsUOav3//fowZMwYBAQFQKBTYtm2bhWpjf5beR4cPH95gmtGjR0tpUlNT0adPH3h5ecHLywtRUVH49NNPrVpPW7H0/rllyxZERkbijjvugLu7O/r164cNGzaYpHHk9nQ0DFBIFjZv3oy5c+di4cKFKCgowNChQxEXF4cLFy40udypU6dQXFwsvXr06CHN+/LLLzFu3DhMnjwZ33zzDSZPnozHH38chw4dktIcOXLEZPmcnBwAwGOPPWaditrQ7bapVqvFk08+iZiYmHrz9Ho9RowYgf/+97/4v//7P5w6dQrvvvsuOnbsKKWpqKhA37598dZbb1m8TvZkjX10y5YtJvOOHz8OlUplsv916tQJK1euxNGjR3H06FHcd999GDt2LE6cOGG1utqCNfbPtm3bYuHChfjyyy/x7bff4qmnnsJTTz2FXbt2SWkctT0dkmiBtFqtACC0Wq29iyKpra0Qez67U+z57E5RW1th7+JYjE73q1Qvne5Xq61nwIABYsaMGSbTQkJCRGJiYoPp9+7dKwCIq1evNprn448/Lh544AGTaSNHjhTjx49vdJk5c+aIbt26CaPReOuFN0Oprkz4fl4gfD8vEKW6Mqus4zpz2/S6cePGiaSkJLF48WLRt29fk3mpqanizjvvFHq9/pbKAEBs3brVnGKb7VJltejy0seiy0sfi0uV1VZbjzX20T9bs2aN8PT0FOXl5U2ma9OmjfjXv/51y/mao6LsmhCLvYRY7FX33kqssX82JDw8XCQlJTWZxprtKcouSe0pyi5ZZx0N0ZX/sV5d0/uTLZlz/GYPCtmdXq9Hfn4+YmNjTabHxsbi4MGDTS4bHh4Of39/xMTEYO/evSbzvvzyy3p5jhw5stE89Xo9srKyMG3aNCgUituoiXzcbptmZGTghx9+wOLFixucv337dkRFRSE+Ph6+vr4ICwvDihUrYDAYLFp+ubHWPvpn6enpGD9+PNzd3RucbzAYsGnTJlRUVCAqKsq8SsiItfbPGwkh8Nlnn+HUqVO45557GkzjKO3pqJzsXQCiy5cvw2AwwNfX12S6r68vSkpKGlzG398faWlpiIiIgE6nw4YNGxATE4Pc3Fzpn1FJSYlZeW7btg3Xrl3D1KlTm18pO7udNj1z5gwSExNx4MABODk1/K/hxx9/xOeff44nnngCO3bswJkzZxAfH4/a2lr8/e9/t3g95MJa++iNDh8+jOPHjyM9Pb3evGPHjiEqKgrV1dXw8PDA1q1bcdddd1mmcnZgrf0TqBsC6tixI3Q6HVQqFdatW4cRI0aYpHG09nRUDFBINv7cayGEaLQnIzg4GMHBwdLnqKgoXLx4EatWrTL5529Onunp6YiLi0NAQMDtVkF2brX+BoMBEydOxNKlS9GzZ89G8zMajfDx8UFaWhpUKhUiIiLw888/4/XXX3foAOU6a+yj16WnpyMsLAwDBgxoMK/CwkJcu3YN2dnZmDJlCvbt29fiD6qW3j8BwNPTE4WFhSgvL8dnn32GhIQE3HnnnRg+fLiUxlHb09EwQCG7a9++PVQqVb1fTpcuXar3C6spgwYNQlZWlvTZz8/vlvM8f/489uzZgy1btphZenkyt03Lyspw9OhRFBQUYNasWQDqghEhBJycnLB7927cd9998Pf3h7OzM1QqlbRsr169UFJSAr1eD7Vabd2K2Ym19tHrKisrsWnTJixbtqzB5dRqNbp37w4AiIyMxJEjR/DGG2/gnXfeMaMW8mGt/RMAlEql1Fb9+vXDd999h+TkZJMAxdHa01HxHBSyO7VajYiICOkKmutycnIwePDgW86noKAA/v7+0ueoqKh6ee7evbvBPDMyMuDj42NyeWdLZm6benl54dixYygsLJReM2bMkH5pDhw4EAAQHR2Ns2fPwmg0SsuePn0a/v7+DhucANbbR6/78MMPodPpMGnSpFvKRwgBnU53y+uVG2vtnw25lbZq6e3pqNiDQrKQkJCAyZMnIzIyElFRUUhLS8OFCxcwY8YMAMCCBQtQVFSE9evXAwBSUlLQtWtXhIaGSie3ZmdnIzs7W8pzzpw5uOeee/Dqq69i7Nix+Oijj7Bnzx7k5eWZrNtoNCIjIwNTpkxpcmy7pTGnTZVKJcLCwkyW9/Hxgaurq8n05557DmvXrsWcOXMwe/ZsnDlzBitWrMDf/vY3KU15eTnOnj0rfT537hwKCwvRtm1bdO7c2cq1th5r7KPXpaen4+GHH0a7du3qzXv55ZcRFxeHwMBAlJWVYdOmTcjNzcXOnTutW2Ers8b+mZycjMjISHTr1g16vR47duzA+vXrkZqaKqVx1PZ0RI7z35hatHHjxuHKlStYtmwZiouLERYWhh07dqBLly4AgOLiYpP7I+j1esybNw9FRUXQaDQIDQ3FJ598glGjRklpBg8ejE2bNiEpKQmLFi1Ct27dsHnz5nq/tvbs2YMLFy5g2rRptqmsjZjbprciMDAQu3fvxvPPP48+ffqgY8eOmDNnDl566SUpzdGjR3HvvfdKnxMSEgAAU6ZMQWZmZvMrZifW2EeBuh6ovLw87N69u8H1/vLLL5g8eTKKi4vh7e2NPn36YOfOnfVO/GxprLF/VlRUYObMmfjpp5+g0WgQEhKCrKwsjBs3TkrjqO3piBRCCGHvQpirtLQU3t7e0Gq18PLysndxAAAGQyVy9/UGAAwckAeVSmOzdbu4eEGptM5onV5/GQfy6g7oQ4ccglrd3irraS3K9OXo8UVd78KZ6O7wVHvYuUQt369VOvRfugcAcGTx/eigcbFziVq2ynIt3FbV9XRVzrsANw9vO5eohSv/FVhVd74L5p0FPDqYt7wQQE2l+evVV/6x3pd/BtQNX7pua+Ycv9mDYiE3xnmHDg+x6bqrqzsh7oG9VgtSiIjIDoQA/j0SuHjo5mkdEI9oFmIwOEGrNTMythBX15+g05XaZd1ERGQlNZXND04CBwHObpYpj42xB8VCFAoFvv1mJJTKWsyZM8cmVzRUV2vxdcF90ntr0Ncw8CEisrt5ZwH1bQQazm5AC70zNgMUi1LAaHSGRnOHzS+5vB6oWFMLPF2JiMgxqN1kcx6JrXCIpwVzcfFCdXUnm6xLq+0Ag4HxLBER2QaPOC2YUqlE3AN7rXr+SXV1KdaufQdGoxPiHmiZ3YRERNTyMEBp4ZRKJTSaO6y6DqPR2ar5ExGRFdzuJcrX2fn8FQYoREREjsYSlygHDgKm7bRbkMJzUIiIiByNJS5RvvhV83pgmok9KERERI7M3EuUb7wLrR0xQCEiInJkLfQSZQ7xEBERkewwQCEiIiLZYYBCREREssMAhYiIiGSHAQoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdswOUPbv348xY8YgICAACoUC27ZtM5kvhMCSJUsQEBAAjUaD4cOH48SJEyZpdDodZs+ejfbt28Pd3R0PPfQQfvrpp2ZVhIiIiByH2QFKRUUF+vbti7feeqvB+a+99hpWr16Nt956C0eOHIGfnx9GjBiBsrIyKc3cuXOxdetWbNq0CXl5eSgvL8eDDz4Ig8Fw+zUhIiIih2H2re7j4uIQFxfX4DwhBFJSUrBw4UL85S9/AQC899578PX1xcaNGzF9+nRotVqkp6djw4YNuP/++wEAWVlZCAwMxJ49ezBy5MhmVIeIiIgcgUXPQTl37hxKSkoQGxsrTXNxccGwYcNw8OBBAEB+fj5qampM0gQEBCAsLExK82c6nQ6lpaUmLyIiInJcFg1QSkpKAAC+vr4m0319faV5JSUlUKvVaNOmTaNp/iw5ORne3t7SKzAw0JLFJiIiIpmxylU8CoXC5LMQot60P2sqzYIFC6DVaqXXxYsXLVZWIiIikh+LBih+fn4AUK8n5NKlS1Kvip+fH/R6Pa5evdpomj9zcXGBl5eXyYuIiKglWHdEj6A3yuDaPhARERE4cOBAo2lzc3OhUCjqXi4eUCwthWJpKb7//pSUJjMz8480N7yqq6ulNGVlZZi7sxpdUsqg8W6PwYMH48iRI1atp6VZNEAJCgqCn58fcnJypGl6vR779u3D4MGDAQARERFwdnY2SVNcXIzjx49LaYiIiBzB5uxtmLuzGguHuqAg7zMMHToUcXFxuHDhQpPLnTp1CsXnf0DxCx4ofsEDPXp0N5nv5eWF4uJik5erq6s0/5kZ8cj5sRYbHtHgWP4hxMbG4v7770dRUZFV6mkNZgco5eXlKCwsRGFhIYC6E2MLCwtx4cIFKBQKzJ07FytWrMDWrVtx/PhxTJ06FW5ubpg4cSIAwNvbG08//TReeOEFfPbZZygoKMCkSZPQu3dv6aoeIiIiR7D6rX/i6XBnPHO3Gr1CeiIlJQWBgYFITU1tcjkfHx/4+fnCz0MJPw8lVCqVyXyFQgE/Pz+T13VVVVXI3voRXrvfBfd0cUL37t2wZMkSBAUF3XS9cmL2ZcZHjx7FvffeK31OSEgAAEyZMgWZmZmYP38+qqqqMHPmTFy9ehUDBw7E7t274enpKS2zZs0aODk54fHHH0dVVRViYmKQmZlZbwOQvFRXVUAhmruNBAyGum5IlcoVQNPnJlmTEAK1eiMAwEmtvOl5UpZQra+Q3msrq2CsaV4npgBQZayrg0aptGNrAgICtTodAMDJxQUKG5WmrLpGel9ZUYPyZt5OSQigqqYuE42zCjbYLRopCCBq6ratwllps69KZUUN3H5/X1OhhR7GZuYogJqqurfOGtjrOy+EQE1NbV0xnJ1s8n3X6/XIL/gGiY+qTabHxsY2etXqdeHh4aiursJdmgokDXXBvX+aX15eji5dusBgMKBfv374xz/+gfDwcABAbW0tDAYDXJ1M66jRaJCXl9fsetmK2QHK8OHDIYRodL5CocCSJUuwZMmSRtO4urpi7dq1WLt2rbmrJxu7cVsfyb8PKlWtHUvT8lXDBVBsBABEFrScrlZZqzXiesf2sFX77FoUR6BBNb77vUG9U3vbtzAW5mLj9V0uM8JgMMDXoy5QEEJAgaavWvX390daWhoiIiKgK7+GDS88gJj1lch9Mg/3xNTdJywkJASZmZno3bs3SktL8cYbbyA6OhrffPMNevToAU9PT0QNGoh/7D+KXh2U8DUY8EFWFg4dOoQePXrYqvrNZnaAQq2LsdbWX2nH5gIdeorvcFrRy95FcRwqBYx3qKG8prd3SRxCFVxwxNgT/ZWn7V0Uh3G9H6MGTlCj6atWg4ODERwcXPdBX4Go0RpcLBVYteZNKUAZNGgQBg0aJC0THR2Nu+++G2vXrsWbb74JANjw73cxLS4cHVeXQ/VGW9x9992YOHEivv76a2tV0+IYoFCTbvwSRfbNg5uHaxOpb0XrHuKpLKvEwwlPQQc1pq5+F24e7s3Kj0M8gL68Elf3lAFwQYe/9YGzl6ZZ+bX2IR5deTVWpz6IXUKPOfGz4eLW3B8prXeIx0uvh+qNjigp/70n+vd1NnXVakMGdVQh6+zZRucrlUr0798fZ86ckaZ163Yn9k11R4VeoHR6Afy7dMO4ceMQFBR0e5WxAwYodMtcNB5wdWveP/86MrpMvHnxgdmMtUqIWiXUqIW3xg1u7m43X+gm7mh+sSzH3cYNCkBvENAZ6/7xu3s4Q+3R/F4/z5sncVhOMMJZIVALZzi7eUPtYYnvvDzYuj9YDeDu8L7I+fEYHunlLE3PycnB2LFjbzmfghID/H19gBvOYbuREAKFBV+jd1joH2n0lQAAd7UC7v5+uHr1Knbt2oXXXnvttutjawxQiIiIrGTOrJl4atoziAxQIeL7U8h8fzMuXLiAGTNmAKi7EWlRURHWr18PAEhJSUHXrl0RGhoKfcU1ZO2pRvZ3tcjunQ+sCAAALM3VYVAnFXq0U6JUJ/DmIT0Kv63B2+GngBUfAQB2na2FABDcTomzez7Hiy8vQnBwMJ566im7tMPtYIBCRERkJY89+hdoP5yFZft0KN45DGFhYdixYwe6dOkCoO4+YDfeE0Wv12PevHkoKiqCRqNBaHs3fDJRhVE9/uiBuVYt8OzHVSgpF/B2USDcX4n9U90woOMfV1lqdQILPqvGT2VA2w+fxaOPPorly5fD2fmPfOSOAQoREZEVzeyvxsz+aujn/RdqD9Pn0GVmZpp8nj9/PubPn//HBCGAmkqTNGteBtbcZJ2P//6CsxvsdyJV8zBAISIikiuFAlDb/twuObDKwwKJiIiImoMBChEREckOh3iIiIgcUQPnr9wS/W0sYwUMUIiIiByNEMC/RwIXD9m7JLeNQzwytm7dOgQFBcHV1RURERE4cOBAo2lzc3OhUCjqvb7//nsblpiIiGShprL5wUngoLqrgOyEPSgytXnzZsydOxfr1q1DdHQ03nnnHcTFxeHkyZPo3Llzo8udOnUKXl5/3Km1Q4cOtiguERHJ1byzgPo2Ag07X6LMAEWmVq9ejaeffhrPPPMMgLq7C+7atQupqalITk5udDkfHx/ccccdNiolERHJntqtRV6qzCEeGdLr9cjPz0dsbKzJ9NjYWBw8eLDJZcPDw+Hv74+YmBjs3bvXmsUkIiKyGgYoMnT58mUYDIZ6T7v09fVFSUlJg8v4+/sjLS0N2dnZ2LJlC4KDgxETE4P9+/fboshEREQWxSEeGfvz48CFEI0+Ijw4OBjBwcHS56ioKFy8eBGrVq3CPffcY9VyEhERWRp7UGSoffv2UKlU9XpLLl26VK9XpSmDBg3CmTNnLF08IiIiq2OAIkNqtRoRERHIyckxmZ6Tk4PBgwffcj4FBQXw9/e3dPGIiIisjkM8MpWQkIDJkycjMjISUVFRSEtLw4ULFzBjxgwAwIIFC1BUVIT169cDqLvKp2vXrggNDYVer0dWVhays7ORnZ1tz2oQERHdFgYoMjVu3DhcuXIFy5YtQ3FxMcLCwrBjxw506dIFAFBcXIwLFy5I6fV6PebNm4eioiJoNBqEhobik08+wahRo+xVBSIiotvGAEXGZs6ciZkzZzY4LzMz0+Tz/PnzMX/+fBuUioiIyPp4DgrJhqVv7Z+ZmdlgmurqailN165dG0wTHx9v1braijlteqMvvvgCTk5O6Nevn8n0LVu2IDIyEnfccQfc3d3Rr18/bNiwwSRNWVkZ5s6diy5dukCj0WDw4ME4cuSIpapkV9Z4/ERKSgqCg4Oh0WgQGBiI559/3mQfTU5ORv/+/eHp6QkfHx88/PDDOHXqlNXqaEvmtGdeXh6io6PRrl07aDQahISEYM2aNSZpWvv+6WjYg0KyYK1b+3t5edX7Z+7q6iq9P3LkCAwGg/T5+PHjGDFiBB577LHmVsnubrdNtVotnnzyScTExOCXX34xmde2bVssXLgQISEhUKvV+Pjjj/HUU0/Bx8cHI0eOBAA888wzOH78ODZs2ICAgABkZWXh/vvvx8mTJ9GxY0er1tmarLGPvv/++0hMTMS///1vDB48GKdPn8bUqVMBQDr47tu3D/Hx8ejfvz9qa2uxcOFCxMbG4uTJk3B3b3l3B73O3PZ0d3fHrFmz0KdPH7i7uyMvLw/Tp0+Hu7s7nn32WQCte/90SKIF0mq1AoDQarX2LopEp9OJxYsXi8WLFwudTmfv4lhMeWmlVK/y0kqrrWfAgAFixowZJtNCQkJEYmJig+n37t0rAIirV682mmdGRobw9vY2qxxz5swR3bp1E0aj0azlblWFtlyseny0WPX4aFGhLbfKOq4zt02vGzdunEhKShKLFy8Wffv2vel6wsPDRVJSkhBCiMrKSqFSqcTHH39skqZv375i4cKF5lXgFum05eLiS/vFxZf2C50V29Qa+2h8fLy47777TKYlJCSIIUOGNLrMpUuXBACxb9++Wy+8GarK/vjOV5XJ5zvfkEceeURMmjSpyTR23z/LfhNisZcQi73q3tuKrlxar9BZ93+NOcw5fnOIh+zOmrf2Ly8vR5cuXdCpUyc8+OCDKCgoaLIcWVlZmDZtWqM3xGspbrdNMzIy8MMPP2Dx4sU3XYcQAp999hlOnTol3QywtrYWBoPBpJcKADQaDfLy8m6jJvJgrX10yJAhyM/Px+HDhwEAP/74I3bs2IHRo0c3mp9WqwVQ11vQUjWnPa8rKCjAwYMHMWzYsAbnt6b901FxiIfsrjm39o+IiIBOp8OGDRsQExOD3Nxc6Z9RSEgIMjMz0bt3b5SWluKNN95AdHQ0vvnmG/To0aNentu2bcO1a9ekLvaW7Hba9MyZM0hMTMSBAwfg5NT4vwatVouOHTtCp9NBpVJh3bp1GDFiBADA09MTUVFR+Mc//oFevXrB19cXH3zwAQ4dOtRgm7cU1tpHx48fj19//RVDhgyBEAK1tbV47rnnkJiY2GCeQggkJCRgyJAhCAsLs2wlbeh22vO6Tp064ddff0VtbS2WLFkiPVD1uta4fzoqBigkG5a+tf+gQYMwaNAgKU10dDTuvvturF27Fm+++Wa9PNPT0xEXF4eAgABLVEcWbrVNDQYDJk6ciKVLl6Jnz55N5unp6YnCwkKUl5fjs88+Q0JCAu68804MHz4cALBhwwZMmzYNHTt2hEqlwt13342JEyfi66+/tli97MXS+2hubi6WL1+OdevWYeDAgTh79izmzJkDf39/LFq0qF6es2bNwrfffuswv/bNac/rDhw4gPLycnz11VdITExE9+7dMWHCBGl+a94/HQ0DFLI7S97aPysrq9H5SqUS/fv3b/D2/+fPn8eePXuwZcuWWy+4jJnbpmVlZTh69CgKCgowa9YsAIDRaIQQAk5OTti9ezfuu+8+AHXt2L17dwBAv3798N133yE5OVk6AHTr1g379u1DRUUFSktL4e/vj3HjxiEoKMiKNbYua+2jixYtwuTJk6VegN69e6OiogLPPvssFi5cCKXyj1H42bNnY/v27di/fz86derUzBrZV3Pa8/p+1Lt3b/zyyy9YsmSJSYDSGvdPR8VzUMjubHVrfyEECgsLG0yTkZEBHx+fJsf+WxJz29TLywvHjh1DYWGh9JoxYwaCg4NRWFiIgQMHNrouIQR0Ol296e7u7vD398fVq1exa9cujB07tvkVsxNr7aOVlZUmQQgAqFQqCCEghABQ176zZs3Cli1b8PnnnzvEgdRS7dnYvncraRxp/3RU7EEhWbDGrf2XLl2KQYMGoUePHigtLcWbb76JwsJCvP322ybrNhqNyMjIwJQpU5o896KlMadNlUplvXMafHx84OrqajI9OTkZkZGR6NatG/R6PXbs2IH169cjNTVVSrNr1y4IIRAcHIyzZ8/ixRdfRHBwMJ566inbVNxKrLGPjhkzBqtXr0Z4eLg0xLNo0SI89NBDUKlUAID4+Hhs3LgRH330ETw9PaVeB29vb2g0Ghu3guWY255vv/02OnfujJCQEAB190VZtWoVZs+eLeXZmvdPR+Q4/42pRbPGrf2vXbuGZ599FiUlJfD29kZ4eDj279+PAQMGmKx7z549uHDhAqZNm2abytqIuW16KyoqKjBz5kz89NNP0s2ysrKyMG7cOCmNVqvFggUL8NNPP6Ft27Z49NFHsXz5cjg7O1u0frZmjX00KSkJCoUCSUlJKCoqQocOHTBmzBgsX75cSnP94Hp9iOK6jIyMFn1Ct7ntaTQasWDBApw7dw5OTk7o1q0bVq5cienTp0tpWvP+6YgU4no/YgtSWloKb29vaLVakxsg2ZNer8eKFSsAAC+//DLUarWdS2QZFWVVeP1/XwUAvPjCS3D3bLm/2OSgsrQCqf9T98/yuXc3w82r5d5oSy70pRW4tKLuBEefl++Gmm3aLNXlVVi5qu47nzjvJbh68DvfHPryq1Cv6lr3ft5/ofZoY6MVVwArfj/h/+WfAbU8vhfmHL95DgoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREssMAhYiIiGSHAQoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdhigEBERkewwQLGQGx8K3QIfEE1ERCQrDFAspKampsH3REREZD4GKERERCQ7DFAsxNnZucH3REREZD4GKBaiUCgafE9ERETmY4BCREREssMAhYiIiGSHAQoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREssMAhYiIiGTHyd4FoJajrEKHWsa0zVJVrpPe15T9hhpU27E0jqGmvEp6X1FZgRqV0Y6lafl0lX/so7rSUqBW10RqupmaCi3U0idhx5K0PAxQqElC/PGF+r+lR6AQKjuWpuUTokZ6/6+E5+xYEsehUjjjr10TAAAVKadQYefytHQ1MACude/XpKXatzAOwB2VePH390JfCaCtPYvTolj853BtbS2SkpIQFBQEjUaDO++8E8uWLYPR+MevGiEElixZgoCAAGg0GgwfPhwnTpywdFHIAmoUjPgtywkKVYC9C+FQDKIGv1b/ZO9iOAwnKOFr9LZ3MRySU63B3kVoUSzeg/Lqq6/in//8J9577z2Ehobi6NGjeOqpp+Dt7Y05c+YAAF577TWsXr0amZmZ6NmzJ1555RWMGDECp06dgqenp6WLRM1w45OZxy7uDy93jR1L0/JVVZSi7dsTANSgKr4Abm7c35ursuo3DP/Po1ApnbHzoS3QaPgLtTkqy65iWMxsGGBAx53/gZtnG3sXqUUzll0B0t8BACjUbnYuTcti8QDlyy+/xNixYzF69GgAQNeuXfHBBx/g6NGjAOp6T1JSUrBw4UL85S9/AQC899578PX1xcaNGzF9+nRLF8ksQgiIGvPHsI36PyJjXUW1yedbpXZzgVIp33M8PD3U8PZwsXcxWjRnhRpqVd2Yfq1HGzh78Jdqczk7CdQ6C9RCDzc3dwZ9zSRq9VAY9HACoPbygqv3HfYuUotmRO0NnxSNpqP6LB6gDBkyBP/85z9x+vRp9OzZE9988w3y8vKQkpICADh37hxKSkoQGxsrLePi4oJhw4bh4MGDDQYoOp0OOt0fJ2qVlpZautgA6oKTX//5LfTnzc//xnHb/31j9W2t38+5LZ5dMEvWQQoREZEtWDxAeemll6DVahESEgKVSgWDwYDly5djwoQJAICSkhIAgK+vr8lyvr6+OH/+fIN5JicnY+nSpZYuaj2ixnhbwQnwx7jtL0rtba+/pOY36Ct1cPXgMAoREbVuFg9QNm/ejKysLGzcuBGhoaEoLCzE3LlzERAQgClTpkjpbjy3AajrvfjztOsWLFiAhIQE6XNpaSkCAwMtXXQT/kkDoVCbd8XKs2Iwampqbp7wT/QV1Vid+ob0/pYJQNTUDSUpnFVW6T00qzxEREQWYvEA5cUXX0RiYiLGjx8PAOjduzfOnz+P5ORkTJkyBX5+fgDqelL8/f2l5S5dulSvV+U6FxcXuLjY9twHhVoFpZkBCgCoXJrXpNcDFTm68ZJjIiIia7L4yQ6VlZX1zqFQqVTSZcZBQUHw8/NDTk6ONF+v12Pfvn0YPHiwpYvTIqjdXODnLO8rD3yN3nAG74FCRES2YfEelDFjxmD58uXo3LkzQkNDUVBQgNWrV2PatGkA6oZ25s6dixUrVqBHjx7o0aMHVqxYATc3N0ycONHSxWkRlEolnl0wC/pKM+/YaIMhnsoKPbRrCuAEZaNDcERERJZm8QBl7dq1WLRoEWbOnIlLly4hICAA06dPx9///ncpzfz581FVVYWZM2fi6tWrGDhwIHbv3t2q74GiVCpleXKsAUr2nBARkc1ZPEDx9PRESkqKdFlxQxQKBZYsWYIlS5ZYevVERETkAHjDDSIiIpIdBihEREQkOwxQiIiISHYYoBAREZHsMEAhIiIi2WGAQkRERLLDAIWIiIhkhwEKERERyQ4DFCIiIpIdBihEREQkOwxQiIiISHYYoJBsrFu3DkFBQXB1dUVERAQOHDjQaNq8vDxER0ejXbt20Gg0CAkJwZo1a0zS1NTUYNmyZejWrRtcXV3Rt29f7Ny50yRNamoq+vTpAy8vL3h5eSEqKgqffvqpVeonB+a0cW5uLhQKRb3X999/L6V59913MXToULRp0wZt2rTB/fffj8OHD9uiKrJg6fYcPnx4g2lGjx5ti+rYnD2+88nJyejfvz88PT3h4+ODhx9+GKdOnbJK/ah5GKCQLGzevBlz587FwoULUVBQgKFDhyIuLg4XLlxoML27uztmzZqF/fv347vvvkNSUhKSkpKQlpYmpUlKSsI777yDtWvX4uTJk5gxYwYeeeQRFBQUSGk6deqElStX4ujRozh69Cjuu+8+jB07FidOnLB6nW3N3Da+7tSpUyguLpZePXr0kObl5uZiwoQJ2Lt3L7788kt07twZsbGxKCoqsnZ17M4a7bllyxaTecePH4dKpcJjjz1m7erYnL2+8/v27UN8fDy++uor5OTkoLa2FrGxsaioqLB6nclMogXSarUCgNBqtRbN16CrFRdf2i8uvrRfGHS1Fs27pSovq5bapLys2mrrGTBggJgxY4bJtJCQEJGYmHjLeTzyyCNi0qRJ0md/f3/x1ltvmaQZO3aseOKJJ5rMp02bNuJf//rXLa/XHBVl14RY7CXEYq+69zZkbhvv3btXABBXr1695XXU1tYKT09P8d577zWnqGapqPhVhGWGibDMMFFR8avN1muL9lyzZo3w9PQU5eXlzSmqWcquXRYng0PEyeAQUXbtstXWI5fv/KVLlwQAsW/fvlterzkMV3+VvvOGq7bbP4WuXFqv0Nlu/7kZc47f7EEhu9Pr9cjPz0dsbKzJ9NjYWBw8ePCW8igoKMDBgwcxbNgwaZpOp4Orq6tJOo1Gg7y8vAbzMBgM2LRpEyoqKhAVFWVmLeStOW0cHh4Of39/xMTEYO/evU2mraysRE1NDdq2bdvsMsuZrdozPT0d48ePh7u7e7PLLCdy+c4DgFarBQCH32dbIgYoZHeXL1+GwWCAr6+vyXRfX1+UlJQ0uWynTp3g4uKCyMhIxMfH45lnnpHmjRw5EqtXr8aZM2dgNBqRk5ODjz76CMXFxSZ5HDt2DB4eHnBxccGMGTOwdetW3HXXXZaroAzcThv7+/sjLS0N2dnZ2LJlC4KDgxETE4P9+/c3up7ExER07NgR999/v0XLLze2aM/Dhw/j+PHjJvu0o7D3d/46IQQSEhIwZMgQhIWFNb9iZFFO9i4A0XUKhcLksxCi3rQ/O3DgAMrLy/HVV18hMTER3bt3x4QJEwAAb7zxBv7nf/4HISEhUCgU6NatG5566ilkZGSY5BEcHIzCwkJcu3YN2dnZmDJlCvbt2+dwQQpgXhsHBwcjODhY+hwVFYWLFy9i1apVuOeee+qlf+211/DBBx8gNze33q9YR2XN9kxPT0dYWBgGDBhg2ULLiL2+89fNmjUL3377bZM9LGQ/DFDI7tq3bw+VSlXvl9OlS5fq/cL6s6CgIABA79698csvv2DJkiXSP6sOHTpg27ZtqK6uxpUrVxAQEIDExERpmevUajW6d+8OAIiMjMSRI0fwxhtv4J133rFUFe2uOW18o0GDBiErK6ve9FWrVmHFihXYs2cP+vTp0+zyyp2127OyshKbNm3CsmXLml1WObL3dx4AZs+eje3bt2P//v3o1KmThWp264TRiKrq36y3An0loFBAIwSaDvnkiwEK2Z1arUZERARycnLwyCOPSNNzcnIwduzYW85HCAGdTldvuqurKzp27IiamhpkZ2fj8ccfv618WjJLtXFBQQH8/f1Npr3++ut45ZVXsGvXLkRGRlqszHJmzfYEgA8//BA6nQ6TJk2ySHnlxp7feSEEZs+eja1btyI3N7fB4MXahNGIJ9dHolBRY90VdQ1EeHU13muhQQoDFJKFhIQETJ48GZGRkYiKikJaWhouXLiAGTNmAAAWLFiAoqIirF+/HgDw9ttvo3PnzggJCQFQd4+EVatWYfbs2VKehw4dQlFREfr164eioiIsWbIERqMR8+fPl9K8/PLLiIuLQ2BgIMrKyrBp0ybk5ubWu3eCIzC3jVNSUtC1a1eEhoZCr9cjKysL2dnZyM7OlvJ87bXXsGjRImzcuBFdu3aVfhF7eHjAw8PD9pW0IWu053Xp6el4+OGH0a5dO5vWyZbs9Z2Pj4/Hxo0b8dFHH8HT01PaZ729vaHRaGxS96rq36wfnPyuwNUVVQoF3GyyNstigEKyMG7cOFy5cgXLli1DcXExwsLCsGPHDnTp0gUAUFxcbHJ/BKPRiAULFuDcuXNwcnJCt27dsHLlSkyfPl1KU11djaSkJPz444/w8PDAqFGjsGHDBtxxxx1Sml9++QWTJ09GcXExvL290adPH+zcuRMjRoywWd1txdw21uv1mDdvHoqKiqDRaBAaGopPPvkEo0aNktKsW7cOer0ef/3rX03WtXjxYixZssQm9bIXa7QnAJw+fRp5eXnYvXu3Tetja/b6zqempgKouynejTIyMjB16lSr1FUAqFIoYKz6DUo1UFX5x9BO7uhsaNwsfwVRVW0Vhm/9fd+6yXk9cqUQQgh7F8JcpaWl8Pb2hlarhZeXl8XyNeoN+PnvdZe4BSwbDKVaZbG8W6qKch2uvlJ3Z9A2SQPg7uFi5xK1bJXlWrit6lz3ft4FuHl427lELV9l5WUM/H/3AgAOPbYXbm7t7Vyilq1cewUXBw4BAAQeyoOHt+P24tiC4eqvmPphNApdG/7faa19trKmEgM3Dqxbx8RDcHOWRx+KOcdvXmZMRERkJVVKRaPBSbhQQ+PK+680hkM8RERE1nLD8MrnD2yBu2cb6bPGtS0USvYTNIYBChERkQ1oNG3h5sYhs1vF0I2IiIhkhwGKjVj6sexA3WWLwcHB0Gg0CAwMxPPPP4/q6mpp/v79+zFmzBgEBARAoVBg27Zt1qoeERGRRTFAsQFrPJb9/fffR2JiIhYvXozvvvsO6enp2Lx5MxYsWCClqaioQN++ffHWW29ZrW5ERETWwHNQbGD16tV4+umnpYdapaSkYNeuXUhNTUVycnKjy/n4+Jhcv3+jL7/8EtHR0Zg4cSIAoGvXrpgwYQIOHz4spYmLi0NcXJzlKkJERGQj7EGxMms9ln3IkCHIz8+XApIff/wRO3bswOjRoy1bASIiIjtgD4qVNeex7BEREdDpdNiwYQNiYmKQm5srPfV0/Pjx+PXXXzFkyBAIIVBbW4vnnnsOiYmJVq8TERGRtTFAaYTQG2C8jeUUzsoGHxdu6cey5+bmYvny5Vi3bh0GDhyIs2fPYs6cOfD398eiRYtuo+RERETywQClEcWvHLqt5dRdvNBhRh8p+LDWY9kXLVqEyZMnS+e19O7dGxUVFXj22WexcOFCKHnzHyIiasF4FLuBwlkJdZfmPdtHf74UouaPvpcbHyt+o5ycHAwePPiW8/3zY9krKyvrBSEqlQpCCLTAxysRERGZYA/KDRQKBTrM6GMSYNwqoTc02utijceyjxkzBqtXr0Z4eLg0xLNo0SI89NBDUKnqHnJYXl6Os2fPSsucO3cOhYWFaNu2LTp37mx2HYmIiGyFAcqfKBQKKG7jKcZNhTTWeCx7UlISFAoFkpKSUFRUhA4dOmDMmDFYvny5lObo0aO49957pc8JCQkAgClTpiAzM9PsOhIREdkKAxQbmTlzJmbOnNngvD8HC/Pnz8f8+fObzM/JyQmLFy/G4sWLG00zfPhwDvcQEVGLxHNQiIiISHYYoBAREZHsMEAhIiIi2WGAQkRERLLDAIWIiIhkhwEKERERyQ4DFCIiIpIdBihEREQkOwxQiIiISHYYoBAREZHsMEAhIiIi2WGAQkRERLLDAIWIiIhkh08zppsSQsAAoLRcj9pmPhxZCKC6xgAAcHVWQaFofvlakqoKPZyNLgCAmopy1IhmNoAQQE113XtnV1irQYUQUBn0UMhwgxmrfoOLvm7HrCz7Dcaa5pex2lAFAHBVaZqdV0tTVf6b9N7w22+orW08rRAC1c5oer8QAqK6bh9VuFpvH5WryvKr9i5Ci8UAhZokhEBeuQG/GQSw5Ii9i+MgNtX9WXzKvsUwk7f2B9xdsBpyPLxs+P3vr/871q7lcDQ/xz100zTfdwL+PknV6gIPsj4O8VCTnISiLjihVk/r3Q1GpdrexSCZCfkJcKmxdynkr9dVN7h5tLF3MVoU9qBQk27suh23uD+cPZp3gGrtQzwAACGggc4ywyU2GOLRaSvx3isnAQDdPt0OF293i6+juYQQqFIoLFb/1jzEA9S1p2tt00M3FWVX8fMDYwAAO0ZthZtn28Yya9VDPNe5ebSBUsk+AXMwQKFb5unhAhdP/oK2DFcL5uVtwbzqM9b+cUBRerWF8g5Pq67vdnnINC9Hpbrh6OHm0RYeXu0aT2zdXZQcFMM5IiIikh0GKERE5NDWrVuHoKAguLq6IiIiAgcOHGg0bW5uLhQKRb3X999/L6XJzMxsME3170NZAJCamoo+ffrAy8sLXl5eiIqKwqeffmrVejoaDvEQEZHD2rx5M+bOnYt169YhOjoa77zzDuLi4nDy5El07ty50eVOnToFLy8v6XOHDh1M5nt5eeHUKdMr8Vxd/xi67dSpE1auXInu3bsDAN577z2MHTsWBQUFCA0NtUTVHB4DFCIiclirV6/G008/jWeeeQYAkJKSgl27diE1NRXJycmNLufj44M77rij0fkKhQJ+fn6Nzh8zZozJ5+XLlyM1NRVfffUVA5RbxCEeIiJySHq9Hvn5+YiNjTWZHhsbi4MHDza5bHh4OPz9/RETE4O9e/fWm19eXo4uXbqgU6dOePDBB1FQUNBoXgaDAZs2bUJFRQWioqJurzKtEAMUIiJySJcvX4bBYICvr6/JdF9fX5SUlDS4jL+/P9LS0pCdnY0tW7YgODgYMTEx2L9/v5QmJCQEmZmZ2L59Oz744AO4uroiOjoaZ86cMcnr2LFj8PDwgIuLC2bMmIGtW7firrvusnxFHRSHeIiIyKH9+X4uQohG7/ESHByM4OBg6XNUVBQuXryIVatW4Z577gEADBo0CIMGDZLSREdH4+6778batWvx5ptvmuRVWFiIa9euITs7G1OmTMG+ffsYpNwiq/SgFBUVYdKkSWjXrh3c3NzQr18/5OfnS/OFEFiyZAkCAgKg0WgwfPhwnDhxwhpFISKSWPpqDqDunIbg4GBoNBoEBgbi+eefN7maY//+/RgzZgwCAgKgUCiwbds2a1WP/qR9+/ZQqVT1eksuXbpUr1elKYMGDarXO3IjpVKJ/v3710ujVqvRvXt3REZGIjk5GX379sUbb7xhXiVuU1VtVYPvWxKLByhXr15FdHQ0nJ2d8emnn+LkyZP43//9X5OTjV577TWsXr0ab731Fo4cOQI/Pz+MGDECZWVlli4OEQDLH5hOnDiBRx99FF27doVCoUBKSkq9fK7P+/MrPj7eGlWkm7h+NcfChQtRUFCAoUOHIi4uDhcuXGhyuVOnTqG4uFh69ejRQ5r3/vvvIzExEYsXL8Z3332H9PR0bN68GQsWLJDSVFRUoG/fvnjrrbesVjdqmFqtRkREBHJyckym5+TkYPDgwbecT0FBAfz9/RudL4RAYWFhk2mup9PpdLe83tbO4kM8r776KgIDA5GRkSFN69q1q/ReCIGUlBQsXLgQf/nLXwDUXX7l6+uLjRs3Yvr06ZYuErVy1rjMsLKyEnfeeScee+wxPP/88w0uf+TIERgMBunz8ePHMWLECDz22GMWqBWZyxpXc3z55ZeIjo7GxIkTAdT9r5swYQIOHz4spYmLi0NcXJzlKkJmSUhIwOTJkxEZGYmoqCikpaXhwoULmDFjBgBgwYIFKCoqwvr16wHU7Rddu3ZFaGgo9Ho9srKykJ2djezsbCnPpUuXYtCgQejRowdKS0vx5ptvorCwEG+//baU5uWXX0ZcXBwCAwNRVlaGTZs2ITc3Fzt37rRJvTVOmgbftyQW70HZvn07IiMj8dhjj8HHxwfh4eF49913pfnnzp1DSUmJyVnVLi4uGDZs2E3Pqia6HTcemHr16oWUlBQEBgYiNTW1yeV8fHzg5+cnvVQqlTSvf//+eP311zF+/Hi4uLg0uHyHDh1Mlv/444/RrVs3DBs2zKL1o5uz1tUcQ4YMQX5+vhSQ/Pjjj9ixYwdGjx5t2QrQbRs3bhxSUlKwbNky9OvXD/v378eOHTvQpUsXAEBxcbFJL5per8e8efPQp08fDB06FHl5efjkk0+kH9QAcO3aNTz77LPo1asXYmNjUVRUhP3792PAgAFSml9++QWTJ0+WTrI9dOgQdu7ciREjRtiu8i2cxXtQfvzxR6SmpiIhIQEvv/wyDh8+jL/97W9wcXHBk08+KY0FNnRW9fnz5xvMU6fTmXSLlZaWWrrY5KCuH5gSExNNpt/qgam6uhp33XUXkpKScO+99zarHFlZWUhISLDMQwLJLM25miMiIgI6nQ4bNmxATEwMcnNzpZMlx48fj19//RVDhgyBEAK1tbV47rnn6u1vZF8zZ87EzJkzG5yXmZlp8nn+/PmYP39+k/mtWbMGa9asaTJNenq6WWWk+iweoBiNRkRGRmLFihUA6v7JnzhxAqmpqXjyySeldOacVZ2cnIylS5dauqjUCljrwGSubdu24dq1a5g6deptLU+WYemrOXJzc7F8+XKsW7cOAwcOxNmzZzFnzhz4+/tj0aJF1qsIUStg8QDF39+/3iVUvXr1ksbvrt95r6SkxOSEoqbOql6wYAESEhKkz6WlpQgMDLR00cmBWfrAZK709HTExcUhICDgtpan5rHk1RxZWVnS50WLFmHy5MnSeS29e/dGRUUFnn32WSxcuBBKJW81RXS7LP7tiY6Orvd8gtOnT0vjfUFBQfDz8zM5q1qv12Pfvn2NnlXt4uIiPXDp+ovoVtjqMsOmnD9/Hnv27JEOYmR71rqao7Kysl4QolKpIISAEKJ5hSZq5Szeg/L8889j8ODBWLFiBR5//HEcPnwYaWlpSEtLA1D3S3bu3LlYsWIFevTogR49emDFihVwc3OTzoQnspQbD0yPPPKIND0nJwdjx4695XxudplhUzIyMuDj48MTJ+3MGldzjBkzBqtXr0Z4eLg0xLNo0SI89NBD0knV5eXlOHv2rLTMuXPnUFhYiLZt2zZ5FRlRa2fxAKV///7YunUrFixYgGXLliEoKAgpKSl44oknpDTz589HVVUVZs6ciatXr2LgwIHYvXs3PD09LV0cIqscmPR6PU6ePCm9LyoqQmFhITw8PKSnlwJ152RlZGRgypQpcHLijZvtady4cbhy5QqWLVuG4uJihIWF3dLVHEVFRdBoNAgNDcUnn3yCUaNGSWmSkpKgUCiQlJSEoqIidOjQAWPGjMHy5culNEePHjU5wfr6cPWUKVPqnaBJRH9QiBbYD1laWgpvb29otVrZDPcY9Qb8/Pe6q0IClg2GUq26yRItg65Mj3+9mAcAeOb1IXDxVNu5RLdn3bp1eO2116QD05o1a6TzSaZOnYr//ve/yM3NBVB3I8G0tDSTA9OCBQtMDkz//e9/ERQUVG89w4YNk/IBgN27d2PkyJE4deoUevbsadU6Wovuahn+teAIAOCZ5P5wacMfEq2R0WhEZdlV6XNV+VVcjql7Ym/goTx4eLezV9GoAZU1lRi4cSAA4NDEQ3BzdrNzieqYc/zmTzpqFSx9mWHXrl1v6RyD2NhYnotALZ7RaMSeUQMQ+N8KexeFWhGeYk5ERE2qLLvaaHByMcgDbp5tbFwiag3Yg0JERLes/Wf/gcbjj4Ak2LMNL6cmq2CAQkREt0zj0Ybnm5BNMOwlIiIi2WGAQkRERLLDIR4rEHoDjPYuhIUIvcHeRSAZ0Zeanijp7O3O8w+IyCoYoFhB8SuH7F0Ei6nlJbJ0g/XJJ00+t6ktwfi08QxSiMji+F/FQhTOSqi7yOOmcdaicObu0ho5e7ujTW3DT36+6uSHGi3vjUFElsceFAtRKBToMKMPRI2jDO7UqdEZgN/vJNvY03/JsSmVSoxPG28SiOhLK+r1phARWRIDFAtSKBRQOMgt7q9TcoSHUBek8Bb3RGRL7LMnIiIi2WGAQkRERLLDAIWIiIhkhwEKERERyQ4DFCIiIpIdBihEREQkO7zMmG5ZjY63vTeXEAK1+rp74ziplQ5zL5ka/R/3+zFWV8FY6ViX1zskIWCsrgYAKF1dATP2RVFVJb2vNlRBWVNp8eKRZVXVVt08kcwxQKFbljE/z95FIBn6IWYEVEa9vYtBNvJA9gPQqR0j0CZ54xAPNclJrYR/N297F4Nkylv7A5QMTlqN7zsBOmd7l4LMEe4TDo2Txt7FuC0KIVre0+BKS0vh7e0NrVYLLy/Hfv6NHNw4TEHmcdQhHqCubiqDzqHq5NCaMcRTt7hAtTMfedHSaJw0stpm5hy/OcRDN6VQKODswnMMbpfa1d4lsCb+C2lJlO7uzVq+eUsTmYdDPERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREssMAhYiIiGSHAQoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREstMiH0UqhABQ99hmIiIiahmuH7evH8eb0iIDlLKyMgBAYGCgnUtCRERE5iorK4O3t3eTaRTiVsIYmTEajfj555/h6ekJhUJh7+JISktLERgYiIsXL8LLy8vexWnVuC3kg9tCPrgt5KO1bgshBMrKyhAQEAClsumzTFpkD4pSqUSnTp3sXYxGeXl5taodTs64LeSD20I+uC3kozVui5v1nFzHk2SJiIhIdhigEBERkewwQLEgFxcXLF68GC4uLvYuSqvHbSEf3BbywW0hH9wWN9ciT5IlIiIix8YeFCIiIpIdBihEREQkOwxQiIiISHYYoBAREZHsMECxkHXr1iEoKAiurq6IiIjAgQMH7F0kh5ecnIz+/fvD09MTPj4+ePjhh3Hq1CmTNEIILFmyBAEBAdBoNBg+fDhOnDhhpxK3HsnJyVAoFJg7d640jdvCdoqKijBp0iS0a9cObm5u6NevH/Lz86X53Ba2UVtbi6SkJAQFBUGj0eDOO+/EsmXLYDQapTTcFk0Q1GybNm0Szs7O4t133xUnT54Uc+bMEe7u7uL8+fP2LppDGzlypMjIyBDHjx8XhYWFYvTo0aJz586ivLxcSrNy5Urh6ekpsrOzxbFjx8S4ceOEv7+/KC0ttWPJHdvhw4dF165dRZ8+fcScOXOk6dwWtvHbb7+JLl26iKlTp4pDhw6Jc+fOiT179oizZ89KabgtbOOVV14R7dq1Ex9//LE4d+6c+H//7/8JDw8PkZKSIqXhtmgcAxQLGDBggJgxY4bJtJCQEJGYmGinErVOly5dEgDEvn37hBBCGI1G4efnJ1auXCmlqa6uFt7e3uKf//ynvYrp0MrKykSPHj1ETk6OGDZsmBSgcFvYzksvvSSGDBnS6HxuC9sZPXq0mDZtmsm0v/zlL2LSpElCCG6Lm+EQTzPp9Xrk5+cjNjbWZHpsbCwOHjxop1K1TlqtFgDQtm1bAMC5c+dQUlJism1cXFwwbNgwbhsriY+Px+jRo3H//febTOe2sJ3t27cjMjISjz32GHx8fBAeHo53331Xms9tYTtDhgzBZ599htOnTwMAvvnmG+Tl5WHUqFEAuC1upkU+LFBOLl++DIPBAF9fX5Ppvr6+KCkpsVOpWh8hBBISEjBkyBCEhYUBgNT+DW2b8+fP27yMjm7Tpk34+uuvceTIkXrzuC1s58cff0RqaioSEhLw8ssv4/Dhw/jb3/4GFxcXPPnkk9wWNvTSSy9Bq9UiJCQEKpUKBoMBy5cvx4QJEwDwe3EzDFAsRKFQmHwWQtSbRtYza9YsfPvtt8jLy6s3j9vG+i5evIg5c+Zg9+7dcHV1bTQdt4X1GY1GREZGYsWKFQCA8PBwnDhxAqmpqXjyySeldNwW1rd582ZkZWVh48aNCA0NRWFhIebOnYuAgABMmTJFSsdt0TAO8TRT+/btoVKp6vWWXLp0qV5UTNYxe/ZsbN++HXv37kWnTp2k6X5+fgDAbWMD+fn5uHTpEiIiIuDk5AQnJyfs27cPb775JpycnKT25rawPn9/f9x1110m03r16oULFy4A4PfCll588UUkJiZi/Pjx6N27NyZPnoznn38eycnJALgtboYBSjOp1WpEREQgJyfHZHpOTg4GDx5sp1K1DkIIzJo1C1u2bMHnn3+OoKAgk/lBQUHw8/Mz2TZ6vR779u3jtrGwmJgYHDt2DIWFhdIrMjISTzzxBAoLC3HnnXdyW9hIdHR0vcvtT58+jS5dugDg98KWKisroVSaHmZVKpV0mTG3xU3Y8QRdh3H9MuP09HRx8uRJMXfuXOHu7i7++9//2rtoDu25554T3t7eIjc3VxQXF0uvyspKKc3KlSuFt7e32LJlizh27JiYMGECL+GzkRuv4hGC28JWDh8+LJycnMTy5cvFmTNnxPvvvy/c3NxEVlaWlIbbwjamTJkiOnbsKF1mvGXLFtG+fXsxf/58KQ23ReMYoFjI22+/Lbp06SLUarW4++67pUtdyXoANPjKyMiQ0hiNRrF48WLh5+cnXFxcxD333COOHTtmv0K3In8OULgtbOc///mPCAsLEy4uLiIkJESkpaWZzOe2sI3S0lIxZ84c0blzZ+Hq6iruvPNOsXDhQqHT6aQ03BaNUwghhD17cIiIiIj+jOegEBERkewwQCEiIiLZYYBCREREssMAhYiIiGSHAQoRERHJDgMUIiIikh0GKERERCQ7DFCIiIhIdhigEBERkewwQCEiIiLZYYBCREREssMAhYiIiGTn/wMuf7EU2qJKigAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for d,geo in enumerate(dPolyList[1]):\n",
    "    plotPoly(geo)\n",
    "    plotCenter(r3(rLean2[d]),geo)\n",
    "plt.show()\n",
    "for d,geo in enumerate(dPolyList[2]):\n",
    "    plotPoly(geo)\n",
    "    plotCenter(r3(rLean2B[d]),geo)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "e9feac7f-dac9-4417-ae62-e7f40912e13b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And now, the final figure plot\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"And now, the final figure plot\")\n",
    "yS = -7\n",
    "COLORS = [\"orange\",[0.5,1.0,0.5],\"black\"]\n",
    "PTS = [pointA, pointB, pointC]\n",
    "LABEL = [\"A\", \"B\", \"C\"]\n",
    "plotBox = Polygon([Point(-10,45), Point(95,45), Point(95,150), Point(-10,150)])\n",
    "pointB = dPolyList[1][1].centroid\n",
    "pointA = dPolyList[2][1].centroid\n",
    "pointC = dPolyList[1][10].centroid\n",
    "for p, geo in enumerate(pPoly):\n",
    "    fillPlotLean2(geo,pGOP[p])\n",
    "for polly in dPolyList[1]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for i,PT in enumerate(PTS):\n",
    "    fillPlotColor(PT.buffer(1.),COLORS[i])\n",
    "    plt.text(PT.x,PT.y+yS,LABEL[i],color=COLORS[i],fontsize=16,ha='center')\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()\n",
    "\n",
    "for p, geo in enumerate(pPoly):\n",
    "    fillPlotLean2(geo,pGOP[p])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for i,PT in enumerate(PTS):\n",
    "    fillPlotColor(PT.buffer(1.),COLORS[i])\n",
    "    plt.text(PT.x,PT.y+yS,LABEL[i],color=COLORS[i],fontsize=16,ha='center')\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1d0a2cb0-63ec-4cf1-b990-794974330a2e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5012039319979239 0.20913494809688582 stateGOP, stateFrac blueArea\n"
     ]
    }
   ],
   "source": [
    "print(np.sum(pixelGOP)/nPixels, blueAreas.area/7225,\"stateGOP, stateFrac blueArea\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ec795fbb-3583-408b-927a-a0b752e9c463",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bluePoly = list()\n",
    "for polly in blueAreas.geoms:\n",
    "    bluePoly.append(polly)\n",
    "for polly in bluePoly:\n",
    "    plotPoly(polly)\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6b134bc6-7ba0-4ade-b90e-a0337eff39c3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "let's move the blues closer to the center\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"let's move the blues closer to the center\")\n",
    "newPixelGOP4 = pixelGOP4.copy()\n",
    "for p in range(nPixels*4):\n",
    "    if pixelX4[p] > 95 and pixelX4[p]< 115 and pixelY4[p] < 24:\n",
    "        if pixelY4[p] >= 8:\n",
    "            newPixelGOP4[p] = pixelGOP4[p - 8*85]\n",
    "        else:\n",
    "            newPixelGOP4[p] = pixelGOP4[p + 16*85]\n",
    "    if pixelX4[p] >= 56 and pixelX4[p]< 76 and pixelY4[p] < 30:\n",
    "        if pixelY4[p] >= 5:\n",
    "            newPixelGOP4[p] = pixelGOP4[p - 5*85]\n",
    "        else:\n",
    "            newPixelGOP4[p] = pixelGOP4[p + 27*85]\n",
    "newPixelGOP3 = newPixelGOP4.copy()\n",
    "for p in range(nPixels*4):\n",
    "    if pixelX4[p] >= 56 and pixelX4[p]< 82 and pixelY4[p] < 32 :\n",
    "        if pixelX4[p] >= 63:\n",
    "            newPixelGOP4[p] = newPixelGOP3[p - 7]\n",
    "        else:\n",
    "            newPixelGOP4[p] = newPixelGOP3[p + 26]\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            redd = min(max( redMin,redMin + redSlope*(newPixelGOP4[p] -red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-newPixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(newPixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu]) \n",
    "xS, yS = 9, 9\n",
    "xOff = leftX+xS\n",
    "yOff = bottomY+yS\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "5f171df2-b33c-4813-a264-196d30a01127",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"demo-ing some independent translation\")\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            redd = min(max( redMin,redMin + redSlope*(newPixelGOP4[p] -red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-newPixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(newPixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu]) \n",
    "xS, yS = 4, 4\n",
    "x0 = [leftX + xS + i%4 * dLength for i in range(16)]\n",
    "for i in range(4,8):\n",
    "    x0[i] +=3\n",
    "for i in range(8,12):\n",
    "    x0[i] -= 2\n",
    "y0 = [bottomY+yS + int(j/4) * dLength for j in range(16)]\n",
    "dPoly = list()\n",
    "for ij in range(16):\n",
    "        pt0 = Point(x0[ij], y0[ij])\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57ab956e-41e6-4cdd-b11b-0b6e24c06d29",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "9da7468e-a8a8-48e6-a05e-922ae52723d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#BELOW - A PREVIOUS ATTEMPT\n",
    "nPixels = len(pixelGOP)\n",
    "offset = 0.5\n",
    "gridL = 85\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams[\"figure.figsize\"] = (6,6)\n",
    "x2 = [0.]*4\n",
    "x3 = [0.]*4\n",
    "x4 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "y3 = [0.]*4\n",
    "y4 = [0.]*4\n",
    "for p in range(int(nPixels/1)):\n",
    "    redd = min(max( 0.2, ( pixelGOP[p] - 0.46) * 6.0 ),1)\n",
    "    bluu = min(max( 0.2, (0.50 - pixelGOP[p]) * 2.0 ),1)\n",
    "    yell = 0.1 + 0.1*pixelGOP[p]\n",
    "    x = [pixelY[p]-offset,pixelY[p]+offset,pixelY[p]+offset,pixelY[p]-offset]\n",
    "    y = [pixelX[p]-offset,pixelX[p]-offset,pixelX[p]+offset,pixelX[p]+offset]\n",
    "    for d in range(4):\n",
    "        x2[d] = x[d]\n",
    "        y2[d] = y[d]+gridL\n",
    "        x3[d] = x[d]+gridL\n",
    "        y3[d] = y[d]\n",
    "        x4[d] = x[d]+gridL\n",
    "        y4[d] = y[d]+gridL\n",
    "    if p%1 == 0:\n",
    "        plt.fill(x,y,facecolor=(redd, yell,bluu ) )\n",
    "        plt.fill(x2,y2,facecolor=(redd, yell,bluu ) )\n",
    "        plt.fill(x3,y3,facecolor=(redd, 0,bluu ) )\n",
    "        plt.fill(x4,y4,facecolor=(redd, 0,bluu ) )\n",
    "nVerticalLines = 10\n",
    "nHorizontalLines = 10\n",
    "xOff = 2\n",
    "yOff = 13\n",
    "dLength = 17\n",
    "for l in range(nVerticalLines):\n",
    "    x = [l*dLength+xOff, l*dLength+xOff]\n",
    "    y = [0, 2*gridL]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"0.8\",color =\"w\")\n",
    "for L in range(nHorizontalLines):\n",
    "    x = [0, 2*gridL]\n",
    "    y = [L*dLength+yOff, L*dLength+yOff]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"0.8\",color =\"w\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "46dd7a67-fcd4-4b73-be1c-e97d4360a151",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5 84.5 0.5 84.5\n"
     ]
    }
   ],
   "source": [
    "plt.scatter(pixelX,pixelY,marker=\".\")\n",
    "plt.show()\n",
    "print(np.min(pixelX),np.max(pixelX),np.min(pixelY), np.max(pixelY))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d7f3dfbf-ca9b-4522-a395-6aa159a181f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actual total map population = 7225 vs 7225.0 anticipated from input parameters\n",
      "statewide avg vote is 0.5012 vs. inputted  0.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#converting the pixel data back into 2D array ...\n",
    "nPixels = len(pixelGOP)\n",
    "maxX = 85\n",
    "maxY = 85  #85 x 85 pixel map\n",
    "localPop = [[0.]*maxY for x in range(maxX) ] #2D array of each pixel's population\n",
    "localGOP = [[0.]*maxY for x in range(maxX) ] #2D array of each pixel's two-party vote share\n",
    "for p in range(nPixels):\n",
    "    localPop[int(pixelX[p])][int(pixelY[p])] = pixelPop[p]\n",
    "    localGOP[int(pixelX[p])][int(pixelY[p])] = pixelGOP[p]\n",
    "totalPop = np.sum(localPop)        \n",
    "\n",
    "print(\"actual total map population = {0} vs {1} anticipated from input parameters\".format(totalPop,\n",
    "                                                                                          predictedStatePop) )\n",
    "stateGOP2 = np.average(localGOP)\n",
    "print(\"statewide avg vote is\",round(stateGOP2,4),\"vs. inputted \",stateGOP)\n",
    "plt.pcolormesh(localGOP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9600f25c-3ddf-4923-a2fd-42b63f9bc3ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "#from grid-redblue -- simpler votes-to-seats for all possible \"wallpaper pattern\" square districting\n",
    "# ** MULTI-GRID STATS (all possible x and y shifts) and plots\n",
    "totalPrecincts = nPixels\n",
    "nDistricts = 25   #for now\n",
    "district25Area = totalPrecincts / nDistricts\n",
    "districtL25 = int( round(district25Area ** 0.5,1) )  #districtL100*2    #pixel length of each district for 25-district map\n",
    "nGrids = int(districtL25*districtL25)   #number of possible 25-district maps on our square grid\n",
    "multi25GOP = [[0.]* nDistricts for xy in range(nGrids) ]  #pctGOP by district for a given map\n",
    "sorter = [0.]*nDistricts    #we'll use this to pivot to sorted vote totals by district\n",
    "\n",
    "for nG in range(nGrids): #loop over possible maps\n",
    "    # print(\"calculating grid no {0} out of {1} total\".format(nG,nGrids) )  #only if slow\n",
    "    dx = nG % int(districtL25)\n",
    "    dy = int(nG/ int(districtL25) )\n",
    "    for x in range(maxX) :\n",
    "        for y in range(maxY) :\n",
    "            shiftedX = int((x+dx) % maxX)  #shifting the grid, enforcing periodic b.c.'s\n",
    "            shiftedY = int((y+dy) % maxY)\n",
    "            districtNo = int(5*int(shiftedX/districtL25)+int(shiftedY/districtL25) )\n",
    "            # print(nG,dx,dy,x,y,districtNo)\n",
    "            multi25GOP[nG][districtNo] += localGOP[x][y] / district25Area #don't use shifted here (?)\n",
    "    for nD in range(nDistricts) :  #seed the sorter\n",
    "        sorter[nD] = multi25GOP[nG][nD]\n",
    "    sorter.sort()\n",
    "    for nD in range(nDistricts) :  #apply the sort (seats by increasing vote)\n",
    "        multi25GOP[nG][nD] = sorter[nD]\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5ee704c9-64ab-448d-ac1b-9d62867ae38d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "289 25 7225 7225\n"
     ]
    }
   ],
   "source": [
    "print(nGrids,nDistricts,nGrids*nDistricts,nPixels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0552a7e5-c91b-4aeb-a6af-3bd815ae48ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 25-district seats(votes) stats, Home District votes-to-seats, and printing ...\n",
    "mean25 = np.mean(multi25GOP,axis=0)  #for row   use 1 for column\n",
    "maxGOP = 0.\n",
    "minGOP = 1.\n",
    "middleSeat = int(nDistricts/2)\n",
    "for plan in range (int(district25Area)):  #crude way of finding most- and least-GOP-favorable plans\n",
    "    mid = multi25GOP[plan][middleSeat]\n",
    "    if mid > maxGOP:\n",
    "        maxGOP = mid\n",
    "        maxGOPplanNo = plan\n",
    "    if mid < minGOP:\n",
    "        minGOP = mid\n",
    "        minGOPplanNo = plan\n",
    "\n",
    "maxGOPplan = [0.] * nDistricts\n",
    "minGOPplan = [0.] * nDistricts\n",
    "for nD in range(nDistricts):\n",
    "    maxGOPplan[nD] = multi25GOP[maxGOPplanNo][nD]\n",
    "    minGOPplan[nD] = multi25GOP[minGOPplanNo][nD]\n",
    "    \n",
    "max25 = np.max(multi25GOP,axis=0)\n",
    "min25 = np.min(multi25GOP,axis=0)\n",
    "std25 = np.std(multi25GOP,axis=0)\n",
    "\n",
    "# now create a sorted list of Home District leans (from an HD centered on each pixel)\n",
    "HDvGOP = [0.]* nPixels\n",
    "seatNo = [0.]* nPixels  #this is the fractional seat number for plotting sorted HDvGOP\n",
    "counter = 0\n",
    "for nG in range(nGrids):\n",
    "    for nD in range(nDistricts):\n",
    "        HDvGOP[counter] = multi25GOP[nG][nD]\n",
    "        seatNo[counter] = float(counter)/float(nGrids) + 0.5\n",
    "        counter +=1\n",
    "HDvGOP.sort()\n",
    "\n",
    "count =  [0.]*nDistricts\n",
    "for i in range(nDistricts) :\n",
    "     count[i]=i+1\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(count,minGOPplan,linestyle='none',marker='<',markerfacecolor=\"blue\",label='most favorable to Dems')\n",
    "ax.plot(count,maxGOPplan,linestyle='none',marker='>',markerfacecolor=\"red\",label='most favorable to GOP')\n",
    "ax.plot(count,mean25,linestyle='none',marker='*', color=(0.7,0.2,0.7),markersize=10,label='mean of all '+str(int(district25Area))+ ' maps')\n",
    "ax.plot(seatNo, HDvGOP,linestyle='-',color=\"green\",label='Home District Method')\n",
    "\n",
    "RANGE = [0.44, 0.56]\n",
    "fifty50 = [0.5, 0.5]\n",
    "halfD = [13, 13]\n",
    "mostD = [7, 18]\n",
    "ax.plot(mostD,fifty50, linestyle=\"dashed\",color=\"black\",lw=1)\n",
    "ax.plot(halfD,RANGE, linestyle=\"dashed\", color =\"black\",lw=1)\n",
    "ax.set(xlabel=\"district number (least to most %GOP)\", ylabel=\"%GOP for this district\", title=\"toy map seat splits vs. districting scheme\")\n",
    "plt.legend(loc=\"lower right\",fontsize=12)\n",
    "ax.grid()\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26507cd2-2231-4ee2-bc50-7af931caa38f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d337d272-23c5-4c73-a5a9-4e07a41be7c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#see original periodic_toy file for a Home-District-style calculation across gridding schemes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8d4cd6bc-3022-4793-be34-5dfdf6b0e699",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is a heat map of district red-blue\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zFFmgxzRA6HGQLCSpZ6kGRxOC+nX0FUytop3dwmpLV7GSdC6SsFxOIpBWcqrxUCYPOpiDCNyVT0i3pERrY1DC3E+zmPndsIT8o7VWJueZpuENS9Liygg/Lp9mMdNK7mBcrfE6lFT7JYR39Kzuh69L75Ud7EvUZVFa462CW2/GGRkZGXPioMi/w0Z+MWdkZBxbuCyHMmbCAjlXeqnWN+PPwxICrwWmrMsSo2JVIEvyJX0hbF/pBwLMeTy4VRWQitWt+Bd4sBTiFH5bGDeuhxBJfwlEUdAaikSP+guJtCLny9Ni9xXIMUapvAjdWDOua2P4ow/ip98BGQeiqAXZ0LRCroKH3kvGpQRYiWs++lxM/tWhq8pwQCROZOX7inzwOdj6QTTHeP2Y/CsOTVDSM843Lr4OUrkoUdk4DV8Q/JOJqv0QJ+u0WfnnxePk/pReOitZh0R4tXg82ubgX6KZ/MvIyMg4QnDfXXRzKyC/mDMyMo4tRuTfgZRkHyoO9cXsZvLG6JDDE6HDhqK8xrREkyo5YNf7cKprJadBl7aWZFJ0e4XrWS8cY7gc5si8Z+ZKS1IVgkx1ZG8MIYJU7aLpKrMnlrDf5Pnh50qvZDk7rqAzCruheFpCzkyKQXH4gqEI5j3Xa3EwY4B9M9NlngyCONc5zSYo1k2OOpiw/B7bp41ZK2VpAyW5y/E8kJWRljtHGRvMnigu4y4fp6GXOcIXJVZguq8u7m8XmRi8v+yCE3XnQVbSlNTwKHzBlGzmvDNkF2UVNZP73j146zaTfxkZGRlHCC47EKH8w8bMF7OZfZukf4dFr5P0P0r61+Pl90p6RtJfdPer6fbxzqRhY/STSqvG8as5XIg1NZmLXNnsYDmsO1jDkSUcq+/Ec4EFTIbEF0EKboZKw+HJxcL1JclhJde2gsXdpzQpk5JxvpUevIXkbtCyZirusMTQM/Zli8aJKQ5xmh6InxqqCEkUVdArLn3IaSXPRfjNMZaS3Ny97ivNN6bntMd446AkV3na8aNcaxXPK962PPe4zMMoI//SKk/eE+asR30f68j3xzPnlFKNdbBU6WKOJKP5Z1ViMVMQbJeO7ODgbcVb0WKeOWN3/5q7f7e7f7dGWqNbkj4h6f2SHnf3+yU9Pv6ckZGRcWTgGv3wzfp31LDXGb1Z0n919z/WqDXKI+Plj0h6+wHOKyMjI+MAMLut1JytpQ4Ve/Ub3inpN8fjs+7+oiS5+4s7jQdTjFu0PChJzYVVdVfHoQoPIYv6enCxvBZfpNoGRHbOLE3GFYQGDGGKCtqqO0m9QZKBS/cWsQHbgl50Sdl4mmvJ45MktGh7rs+5q3Adab6yV2reDhBtiZ61KfrRZe3qWbLbalDFOAnjlLjz8+Q0E9PDBGVEVzHhNkjmGJGBe8xjjkMqqR5zGeE3O8QxPYd79vWaZ767vivJd+53EQqkTjN3lex2WEcIDmGzMq3xOMGZ9yMlpg/WenXtbnZ7K2Duq2BmDUl/XtL/sZcDuPvD7v6Auz9QbyzN3iAjIyPjgOBut2QoYy8W85+V9EV3f3n8+WUzOze2ls9JujBlW0mjVJz2bWPyD6TXsF4v2ySCwUrurYSpV0AQGkSIKCHoyalG1jS7pJSIqLDLSipV2F8NykWVHuaC8bDJHLf9uU6RlV22K0qAThGZYRVgt4o+gRA6osVbJnQ0Wg/7ncM6vBHLsKyKj9ZoJbW+o88lVYBzHfsG5liyfBpZWXbMebwQT+bI+5V+t4NaIzxQvW38nVRLrGdJAvk3gHAXLykFPPnU8G8vlbq9Gf2hb8UCk73M+GcVwhiS9Kikd43H79KorUpGRkbGkcFIj9lm/jtqmMtiNrNFSW+R9N9j8UOSPmpm75b0rKR3HPz0MjIyMvaDg+tgcpiY68Xs7luSbk+WXdYoS2NueEXqLY1+nWpbYTmr30jqSVK/BZJws6TLRB3kRZ8hkhIiTnGYgcJHgxZDJCT8io+3ey7FHVA4HqAikIJEuziKsiaZ7CofdYnAmOJGK3FXCHY6aZ4I7GFZg85YjzklqsK4ukfDY7oLT7e/uAqQbPq0B5kkXUVsOAthqpKwxrQ/6jJiL15nDoJxCvkXLS8JCZU1U50GVnMOQQ43lgLR26HWdzUhfUnSUya9UXJPGVljtCTpzdw+dbDW6yhd7uhZxLOQK/8yMjKOLbJWxhwYWcyjcW8RZA0svWonsR5ghg3wa1wpaQ1GYo76Epa0RWcLdZp91LcgGmsgwxLTsGwbWhXDEqlDahOk+4mkPml4Rb0AsZhWCYmbQbxfQ6rTAJZTpbG/fmu06OZJkYu23adVE5Fpie4GrWSux76G82hPzFtBNk9e7LyZAPu9LrwP1DWpVdG1B9ehj8431QXoxmzGBP1gGdtvlnR/wXNeZYOZWvFY2jMfOxey7GdGRkbGEcJI9jOHMjIyMjKOFHKMeQa8IvUXw3gHEWmV1KBU2xh36atjG4xZhcRc6bTCqIb9shKPYQaSjd0TaE+fSBUyLMJnIApNROEHCNNA0CX1bhmmYEVVWchssMB2FagurCfsEAm7OnJYIXbE1PIqBI1258LujXmaPxd4j+GPV/hvb6+E3dR97eNkph2DfwIDdK6Jcp0piMSK0aQLjjFs1UBIiBWBbTzQ0d87rkkijnTQoYyRutzBhDLM7K2SflWj5kIfcveHku9/WKO04W+MF33c3f/h+LtnJK1r1ASo7+4PTDtWtpgzMjKOLUYl2ft/MZtZVdIHNEobPi/pCTN71N2/nKz6H939J0t28yPufmme4+UXc0ZGxjHGgVnMb5T0lLs/LUlm9hGNhNzSF/OB4HBDGVWpd2Lk6lifLnxwf6JwhWJXZ8icx2HxOvOEPiSpjwYqlW6x+9deDa59YwOhgcTdYhPVMleMnR0Y4ohEXxK3Lgpl4Lt+i8vZ/QXbMqzRj8/PamGSbMDaaLGEfT7cSA7tDuYtyS7TZo5SaaNOI/GkajcpzPFKsv1l5dXzoqy0nt1M2Nd4OIjPdcDSbWRvaCssp9ARu+tUOhRtTuZ1U7Iy5rpWp83s8/j8sLs/jM93SXoOn89L+v6C/fygmf2BpBck/ZK7Pzle7pI+Y6ML/y+Sfe9CtpgzMjKOLfaQlXFpRty3aCfpr9sXJb3W3TfM7Cck/Zak+8ffvcndXxircH7WzL7q7r9bdrDDfTFXpMHS9J/EXY1G8OvaXS2WGoyq3PArT4szzXs2fK7AGqXXwzFzqKuQ2hztDMOS04tzjMM4yulMtJzKOkDEVVTFxCMJFtXjSRlynOut4txlPoWRATqnoVZmAZflN1emiCN10dViodorXKeCC1+dsq/jgtji3bv1zO0pBxovx99V+lzDsq7hGeqzIpGVg9xvidTszcIBhTLOS7oHn+/WyCqewN3XMH7MzP6ZmZ1290vu/sJ4+QUz+4RGoZHSF/Otl3mdkZGRMSd2ev7N+jcHnpB0v5ndN5ZAfqdGQm4TmNlrbNxrzczeqNH79bKZLZnZynj5kqQfl/SlaQfLoYyMjIxjC5fUPwCL2d37ZvZeSZ/WKF3uw+7+pJm9Z/z9ByX9tKS/bmZ9SduS3unubmZnJX1i/M6uSfoNd//UtOMdcijDpcWR21OmE0vyQUpIBrrwdIewfZ/EAknFtST5F/uqbSEskjQ62UFEQjaK15HmC2VE7d7rxWMpCcuAzIvCLdzvEuMzzOFO5jiHq1+2ziDthgKni0GROhp/dvvhHtYbgcGtVcrDWlv9cDFatbCvHlhUlhWvgRE9wST1ZL0yQaMbQQUMdKTjfYtFUniv2UyVolbDRMRoCAJ5wPz3xeJQU28bD3cUWrv5CegHlcfs7o9JeixZ9kGMf03SrxVs97SkN+zlWNlizsjIOL6YP1RxpHCoL+ZKdailEyNrpj8o/hVL04BWTmxPxmy5TmKiDyGenoVfZor3DG5PSC5UJTnS1+I0PsydgkipKBArF8v69JU8G1FFX3JJImIvSrfDQVjhV6MGKIaJ9WvVYpOu1IupFBNCktTHtVisFxOJDVi8a51g2W5DevX2hc1om81ecEvac7S0X9jFyAbwD7MDFrVeCzeOsp+0yiNSMmHAhpqtWlbBQ8B9VaIHJd5PZR8md0qiMlUsFm0qfiBLO54kU2pA8MrrxSJR/W641rVW+AOqlDx/kjQcHOxLdEco/1ZDtpgzMjKONW5Fi3mu4IuZrZrZx8zsq2b2FTP7QTM7ZWafNbOvj/+/7WZPNiMjI2Mv2BHKP4CsjEPFvBbzr0r6lLv/9DhVZFHS35f0uLs/ZGbvl/R+Se+bthMzV3Ps7tYgFlSrzpeDWoVLzVAIXVKShxRh6fcStxPVc1yPzUkd2rRD5k2noQx6pcM5SKASItCT/M4otMGwBkIWFYrLYF8VrFOtlpNskVANXEyK3FRA0g2G8W/5QjOEEHhP1rfCBSb5xntYqQf39vn1k9F+lxphv3RFr7RDyeZGNYQ7Xrt0NazTjZWwzrbWJ2OKpm+DxaVrv1gpD4vMgypu/DwK19NyuKPwR0lYJNLnSivpSkITsaZX2TrFpGAK/v3yGVheDmHIstBYNSGAtzvzNWaeFy5Tf3jrZQXPnLGZnZD0Q5J+XZLcvevu1zSqE39kvNojkt5+c6aYkZGRceM4rs1YXyfpoqR/aWZvkPQFSb8o6ay7vyhJ7v7iuNRwF8zsQUkPSlLr7IrOLG1IKrcE0pzDBgQgmF5F94PLL28vTsZbIJC6g9hiZjUb+5+RYKSORNQ6vhvvi81RyshDWtXR8uKsv9F39WJL10pS4WglN5vBGp3W0p4WcBdkDa1srsNrIknr3WDB1hrhXtES7+A+1EEadXrljx8tKVphTXhHjYXQOPLra6cn41OtYKlJ0jc2Q7vKM81gPV/rhbnf3bqqWeh5bM3xGaaVPDSm0ZWNy22imCTcGxG4i+i1Ygt418NWsv1kHok3VzavJu4vva6FBp/HsH7aOebsiXB/vlJ4hD3Cj2+MuSbpeyX9c3f/HkmbGoUt5oK7P+zuD7j7A42TC7M3yMjIyDgg3Kox5nlezOclnXf3z40/f0yjF/XLZnZOksb/X7g5U8zIyMi4cdyKL+aZoQx3f8nMnjOzb3P3r0l6s0YapF+W9C5JD43//+SsfQ1l6oyrwFZQAUa3aLESVw41qsE1YsijieWb/eAq33fi8mR8pRNIIFaSSVIHubHb3fAdXavtCnKiKb6TCv8wLNIJ+03dv8n2IBXLyEpJUZiCYkNN5Au3QZYsLoRryvmW5YxL8bVvlLihnQ2qPJU/xF2cl/rF8ZpBr+Tck/1e64eQVERetgIxdxVhq9sQ1kjB5+ZyZ3kyriFMdrUX9kWCsI4k9dvq8TG2oNPKKkDaO1G4oyxMoPnCBBYRfsXhjlSGlbWNZdvsN8ZKcjgKwzBPHOtwzL9jSWr3D578SwnrWwHzZmX8gqR/O87IeFrSX9Xo6fuomb1b0rOS3nFzppiRkZFx4ziK5N4szPVidvffl1SkVfrmPR3Mhrp9bNk0oMPJWvaT9e1d2022rxRXGK3UgqW4CqumiyqvM62NaF/bg/DL3Mb44nawsm9fDNVoV2CdkSyU4nS9Nprl0VKlRdhaDloOtHhrtVi7gXKMDWpPgDRbWcK+usW3s5pY7rx27S14BbDYo+rAMilHpZWOFAEpnErkXUQOQlIN1kd64AAkKNMe+4vBeqal2GnE14F/mEv1sM0deCaotXFn8/pk3MRzujaIOZIFpNXRyo6sZEwsSncrSX1LP88zniYBWlbtF1nP2jti6714OUGrlVZyas2uNsv//m8EfouSf7nyLyMj41hjv91eXgnkF3NGRsYxxtEk92bhUF/MpuDC0cVqVUkExj5wHZ8pVENSpl4plm8815o0FNBar1X6HYlA3sRWSbeMFBvd0Cql2pwtFLNQL97viYVYrnJtO8x5CRV2LYQ16MK3SN6x+0Qyjx5CHmkvt8k2lE9tw01P+weWVD2WCTuVyZ96UpjpCG14HRWYzbCzLYpULYZ1trqxLmuzRFzpheGJyfgEyGiGtk43YnEloqxakCRfeU5zmaBRnONcKoJUsnxX2GrI7zD3ffbWKyMSOS/OhdWf3LZRjf9295q3PQ+yxZyRkZFxhOBepCF+9JFfzBkZGccaxzYr48BgPnFVIpcH7ks9cetqJWGKMveJN+H2eijvvKMeQheS9Fz71GTMTA7q9W4iT/XOxbA9XV1JOt0K7u41lCi3qsUu9IWtkEt77gTCLZ043LLSCu51b8Dy8MLdRiXOzBVNs0iY2cBc4uEG26lAdAba1WmHF5agR7cKtzFqhBuJNhWPJckhcjVs4P6y8W4L2SVg96vN+LrzWjBnvd4KE2bYagt58UvI+EnFjXpp/GWMGrKHB0hZ4DPL8FsqQ8DnmXIDXK8spznNiuDfVpzTPEX5qACWvNvKskLKMjTmyS4p+rxfuHIoIyMjI+OIIZN/c2GH6OAvYw1m2G7yL3zHnNKY/AvLKSZDiyblOl63cHEyfrkXSCBaz2WW9LAWWzhXUDV2qhm2WYAVxq4YrZWwnNZ3I/EOrneDBc0KyLLqKBKEmx0IOCVSikOKMIHkM4wrlDnFOCnMjKxkGpRV8JjDkqeM3OqgGX9HI3LYQBUjrGRerUgYJ3msSd/5QrH0Je/PucXgaX1jM4gjfevyy/H8Sxo88kVAi7VaksdcS/bTL7EouV4fBCGXe2LaellVICzxqKq15CWWWrK0hqsl86WnMg+JKU3vA3mjKPMwjzKyxZyRkXGskUMZGRkZGUcIo6yM46uVcSAwBbeL5Me8ZABdx2gcuUkQSClZR5IGYKHONa5NxlvoarEF/3qIwtXlaixmw31tR6GJEH643i2WPE3DFwTLh6knHQk4IWeXxGcHYkqDpIyaZdVltkSlWxy+QMr56DMqaHnrGMqIbikrvRFRqSWVuH1crj624QNr+IMb9Mvd8QEO2qkV56zzOesy7IR4y4udk9F+v6l1RbNAcSMS2T3EatLwXa2EGIzCGiXa5GlHkPg7foEhm9jMSb6V51EX52pzea1knO73oJBDGRkZGRlHDDmUMQOm4nS5iMhL8rHKvisbp9ZH2X7LSI6WBWu0VQvjngcTkFa1JN3RCGRRexgsZnbIuL0ZBHNIJFJoad60KXZmIWlFQaSooi9tCU8PhVV92yT/wuq0ftN2eHUwa7z0NoC1xG1KsrSGCZ/J45OI7PeL1zH2d0y6gwwtnGOPlXHITrSFsJxCVnctFVeISrGHQgnQsmeTXhfTQocp+VdCDA4rOEc8K3w2PLnX1ZJ+jbSeo8YmJdbl/OlyxR7uPFWLUnl67I3CZQf2Yjazt2rU/7Qq6UPu/lDy/Q9rJH/8jfGij7v7P5xn2xTZYs7IyDjWOIhIhplVJX1A0ls0ah7yhJk96u5fTlb9j+7+kze47QS3XlQ8IyMjY174SM521r858EZJT7n70+7elfQRjRpS35RtDzeUYYH0q5WQf2nIoVoiAkNwObevguFIq7Ra8IMHJQRL1MkC26YVYGloYwfLtbAe3eB+mVuX/LZT4KXbK64yI7h1vcmmp/G2tgXyryRHOcpJBjGXymXzltTacMG3GcqgihGGJc1qJam3XCn8zihclOQ+72BYS3J54bd7PVwL6jxf2wxhJzYEvdIJy08lWsF8bhieqleL3XHm6w8QluglIaxy8q84d3lo5eRfSWOVKKwRHb3kHZVWFJaFMmol4Ysywi/N4X4FRYxOm9nn8flhd38Yn++S9Bw+n5f0/QX7+UEz+wNJL0j6JXd/cg/bTpBDGRkZGccac2ZlXHL3omYgOyh6u6d7/qKk17r7hpn9hKTfknT/nNtGmOvFbGbPSFrXqNiq7+4PmNkpSf9O0r2SnpH0F9396vQ9+cRqKCfv4vmWrRe1i4dVsQUrl5ZtauVeH4RqvRWYhLSCeLytkj5wktRMy+F2thkwHYtWQrHl1Eju37CkKrBMc2HL2ZtPxWPFVicNlqiKr1e8nJZwuu/GOqylDs53G/etDfYOfzHDRmzVV9sgSE9QdhRWKvQ0DPOtxeqpke7GoIEUuxqs51qYLysrTzbDzlLCmOlzp8CClvUM5LhvXCdJcYsq/IpJQhKBnNcwYemGZVV2JZV/86LMSi5Ni7OS5QnZl1rQ+8UBamWcl3QPPt+tkVUcjuW+hvFjZvbPzOz0PNum2EuM+Ufc/bvxq/J+SY+7+/2SHh9/zsjIyDg6cI1EwGf9m40nJN1vZveNe5++U9KjXMHMXmNjdSgze6NG79fL82ybYj+hjLdJ+uHx+BFJvyPpffvYX0ZGRsaB4yAKTNy9b2bvlfRpjVLePuzuT5rZe8bff1DST0v662bWl7Qt6Z3u7pIKt512vHlfzC7pMzbyX/7FOCh+1t1fHE/qRTO7o2hDM3tQ0oOStPyaxYkbXq8UE3apu0i3cNmCW3m1H3JN6aKtIOm2Bf/25X4QKpLiUMg1hDVOVYNLeqm/MhkvVkLJ25V+kO2UpEWUww1B0FB0iTmsQy92T/tTwk50/07AvV63wIDRveyh8m/XbinNSNnOMvKPUaBkX/WtsKBxNawYVQFuhR3bFnZWIwkZu7SGcj9yY/R8+81iQjTlYpkHPURFIwWNyMz3QIytoTvNqVZM/i3hvm8PiqVCy1AWzpJiMjBqQKyS8AXDGtO0hxm2UnH4Y14Ro7hTyezwRZkYUxq6KOtGdOOYO+tiJtz9MUmPJcs+iPGvSfq1ebedhnlfzG9y9xfGL9/PmtlX5z3A+CX+sCTd8frbb8HiyIyMjFsat+BbZ64Xs7u/MP7/gpl9QqO8vJfN7NzYWj4n6cLM/aj4FzkisAaxubNoxS3il2EZ0+J+vnPbZHylEqxq6mFI0gVIfd5WC1byV7fPFe73isK+ziai+5d6wYJeTpmnMeZJlUqtEuo0dHGrNlD51+2H5dw+qvxLtDKYIhf15iP5B0Om2gGB1E8spx6In63gIdACrmzBgtyC1YkyPluItURsmWV5/CJ8qEGmdNDE8lR3Y1GF8Eh0H+vj2pE4Wk4s4U3k61E342QtaKlc6gWviymasVZF/DdBYnBYSv7NtqQllbJIXM+oGVJicU9Ll5uP5Jvd+3C0/QFbzH5rlmTPJP/MbMnMVnbGkn5c0pc0Cl6/a7zauzQqRczIyMg4WvA5/h0xzGMxn5X0iTHZWJP0G+7+KTN7QtJHzezdkp6V9I6bN82MjIyMG8WtZzHPfDG7+9OS3lCw/LKkN+/lYFXzSTXcFnJ0OV5OdCWjij24fyT/NtCj7c7m9cn4ci+s0xmGThRSTMw9vX1mMiYp2QThx8quKzi2FFf+XW0HvzkiaBCyOFEP4Y6ynGRJGiLfuI3KQfYSXIsEaOZ8AEn+leQ7W794eZqyzTDHPOEL34RkKhWJOnGeuYEgrVTDM1ADYVjbhsuPJ5kdT6S456Clgk478wLhV9a3LhWZqqOHCp+BFQhenUbfyQ6UmgYgidNQRg/PASVlS8m/kvzm8UYB7ApT0rVkbvJvjh5+pSGOKbnKaU73geAm7PJmI1f+ZWRkHF/s5DHfYsgv5oyMjGONLJQ/A0O3iZgPdYjJxKZiQxe6gdW+2g1hAmYssKHpeh/0enJsIm5XX6yGM/RTk/EiBInY4SLFbY3gqlciN5jMd7FvlTLSPSs+DsWNqtAXrtcgeoQS46GS/ZRp7paUZ9OLrW8n3TaYicHQxDayU9rI896AgDPCFdaM74Fhe1tkxkZYr9YO23dO4hx3laBjXOLWWknnDbrjbK4rSecQNttGKGN9EJ5BNgqm1vdgSu5x3ZFxwRxjjPlsRLnO07IymAlygHnM82VoDArHw1SD/GaEMvKLOSMjI+OIIYcypqNiroVxGdmVXrB+G7AernZjYm0RuaNLsFo3Qfhdaodt+IvdH7LaLukDV9KgcZds4hgk3xqJrCN7+13uhJxmkkW0pL+xGYhIWg8rSZ4sLfMTjWBBvrS1oiIMUOFUq9N6Tm4zLgUvC42XyJBhp5FEUpOdShzHiRqV0JLm8kGYo6X+5mBY+J31afah+gyXzuJHKLKYvYZ94XqROOUzRPGo1KMhuXxv6/JkfLoG2dBBWKdOixlXqJf8GUaVsJWSilEymvA+h2nl3F7Jv5IMhnnJv1IrucQSPpHk/ddL/v72g5ugJHrTkS3mjIyM4wu3uNvsLYL8Ys7IyDjeyBbzdPSGVb3YHmnY9uGm05Va68Uk0AU0xmQIYRuaudvdpJMnjreD1FMeRnmrcMsqxS7aGlyxtDFlqx5IIZIiC3USjEG7t1HSoYKhmvTzei8QSqslGsEMZZAoTX05ryL8AK1iL6kDjYjAYbovXAzkGKsR7om1ILTUg6BRyTrp9tHxcIxBC6XT5P5SrpPnxTzmJkIWjRAaKBPl6Sc7vq91aTJmE16GL84grMF1BogrtJLkcIYTGHIjYThPfrOkcvKvhPDjeFo3kbLwRaUkX5k5+gz9pXrMFzuxQNiBIL+YMzIyMo4Y8ot5OlwhTW4LFi+txu4gtkpo9W50glXV7oXt+Svf68MSh3UUifoobvNutCBpUdEYbKCqrRoTFJtVtK5HytoWxIaWGoGdamBfvA4n6vG5l0kglskp8tpVcE4pn1NmGXM9VtJRV2pQT0hUSG+SmGO1npphB5U+Ut/Qi08pQdkI2wybeFYWcH9hrfcWwzgVLaIM6HARc8S94n1rorKSVZa09CTpZHWrcMzuOJvD8MxShpYWM6VipZj8K6sQLBunEqLl5B/2W5I6R6T9KOMUuWKSr8xKpvfXbG5E+z3V2NSBIheYZGRkZBw95KyMjIyMjKOG/GKeDnebhC3owpNgofsvSZud8Jk6uX247T007nQ064zCFb0y/z25bxUSY+gIsg4yajF2aXv1IcbBfWtXisMMDMksNIJ7e60baxJT7Ih51Mv1EBY5gRAJiSJen24leTIZukFe7xBhCoYvGDKIyD5JgwWICm1hPTQ6NZBeYo5xBeTsclKxifzo/m3hu/4SzmsFLjjDLUkHk/5S8T2toDqyhvAUSVu64ItJ5d/6MMyLzX5J5jHEsYWwRkPobpOED+qo6isNZZTlN6f5wqXkH5sZF7v6w0grPN7vfORfcSPa0whfXOvFz3xaXXkQyBZzRkZGxlFDjjFPR8V8olHRGYS0mM0uLIQkGbzdAfGD9YYYq4vUN3S1qAxpMSeTKet7x55yC8UEmvfjVK5BCxZLFR1FWrCKWFmGtL8GSKfrndhq5Oe7loMuw5UOehQ2g0V2YRiu6WIjWHDb1diEHERWcljObDAaSOTrUm6m0oVXcDLsrF4Jc6ytBave68Fktk64KV5Nctwwr/YpeFeQGe0tgfxDllVKbtJKtiauPVLklpthjou1MK+zrZDudm/zYrRfWsas6uNypsi1dj2EIwwS8q9ZIUlYnBY3TxrdeKOAOci/CFN0K8rkass0NCiby2P3E92Z/kFrZRxRIfxZyBZzRkbG8cYt+GKe2VpqB2ZWNbPfM7PfHn8+ZWafNbOvj/+/bdY+MjIyMg4bNpz976hhLxbzL0r6iqSdLqbvl/S4uz9kZu8ff37ftB10h1W9sDnavNMLh2ZOcref5DF3QOwxfLGNkAWIveo2whIspEu8NfRfjdx5rldfDx+6oXerPMkVZShkWA8/z+Cv4vxoRCzWtsOHRj0mFV+zFNzo5zdC5eC3nAwVZ72SCkqCOdiSNABZGlkTnC9/sktEjySptxyO37oULvigFY5R3UZIB7naVpIzK0m9Vch7boFcxfEYduK9HiYaT44Kv1ozzIW5yysgVG9HvIYSrW2PQ1grFshZhi9OVELHliV0wSmr/EtDGfwuEjSy4m3KcprHJxBQQv4NbiAGW43IP5J8xSJGJPkYvljrxeG79POB4LhazGZ2t6Q/J+lDWPw2SY+Mx49IevuBziwjIyNjnzCf799c+zJ7q5l9zcyeGhujZet9n5kNzOynsewZM/sjM/t9M/v8rGPNazH/iqS/K4m2yFl3f1GS3P1FM7ujZJIPSnpQklpnVyapcbT0aD33tuMpkeQzkHzVLVjMsFjrazg2LKo6Ws1JsZXcWC9eTgujxlZ1cYaPekzbQsoZ7V9KTPTT9LUSXIZOyO0LwYrbRmOAtW6wMChdSQH9VjMmnaLqOVxTbZD9U+G4t5QIm/cgVk+SbhN6ICuBfKT1PFgEIdRMyD9covbtWA/3J6pOhNRGfzn2TWn906C8bSFYtiSqzuCBONe4VriOJN1TD1Kf68PwUCxaMN+3PJw7reqIvEusXJJxFMSfy2KuJLbWHLKflfkjmmEbVviVWMmRtY+bwHS5rSS3Ma38PRAcQFaGmVUlfUDSWySdl/SEmT3q7l8uWO+XJX26YDc/4u6XCpbvwsw7YmY/KemCu39hnh2mcPeH3f0Bd3+gfnJh9gYZGRkZBwmf499svFHSU+7+tLt3JX1Eo6hBil+Q9O8lXdjPlOf5qXyTpD9vZs+MJ/OjZvZvJL1sZuckafz/viaSkZGRcTMwZyjjtJl9Hv8eTHZzl6Tn8Pn8eFk4jtldkn5K0gcLpuGSPmNmXyjY9y7MDGW4+9+T9PfGB/5hSb/k7j9vZv9Y0rskPTT+/5Oz9jV0m1T2dXvIXcaYlXuSZG1Ulm0ilNFGXjB0UEgINa5jeT9tBBeG9U1UhuHwgybCEgtkwOJdOa7iMIoaIF+TlVbI2e0xv7lWLFokxZV/T1+/fTL+zlMvTsYXt0Iy79o2qszq8X4pwkShp94yCJ0NuMfwLqud+OQrEcOJ9bqQSWUV33KJnGdCqEbhB8SBHG571HFlypNcPxEIOJ77GYSH2AOyTDzqTzSfjz6vofLvntqVyZh9K4cIaHWxvFFC6o22DydTSv6V9Azc1ZmntOcfwyJ7Z8equNmpdOcOOPcmKihf2F6djNv9+MbxOT8Q+NxZF5fc/YEp3xfFQ9IL9yuS3ufugwJi+03u/sI45PtZM/uqu/9u2cH2cxUekvRRM3u3pGclvWMf+8rIyMi4OTiYrIzzku7B57slvZCs84Ckj4xfyqcl/YSZ9d39t9z9BUly9wtm9gmNQiMH82J299+R9Dvj8WVJb97L9hkZGRmHjoN5MT8h6X4zu0/S85LeKennosO437czNrN/Jem33f23zGxJUsXd18fjH5f0D6cd7NBFjHZcF4rsDJgZ0I5Z2QrLrVk6jbxV6p7UkWFRRblwfSu+O3S1WVZMMAOBAj3tU4m2M3KimbFhyBSooFScoQFH9kSvF9+O7RpZ7XD8k62QTcAMjYV6uCh0EbfaMfPdWw+fDcevITe8D7GhVvDSdzl0g0ZY0NhAiASdRirDcB4MWVRwD5IUYQ2auF7IdBnieJxjqca0pD5y4c+sXpuMryGj5TUL4SFiM1W642eqcT06c5zp2jM00FJxGXYPIY40K4MiRmVayVGpdkm2xi4wTIeWPpUbyFqISrJLxIo6uKmrSIvaacgsSU/1zkT7pf71QeEgRIzcvW9m79Uo26Iq6cPu/qSZvWf8fVFceQdnJX1ibEnXJP2Gu39q2vFySXZGRkbGHHD3xyQ9liwrfCG7+1/B+GlJb9jLsQ65g4lNpDtJOkVdbAfxr3dE8iGXmLnHtJ7r2/gl30R+5WZMUFTb6PG2BTEd5IHW14Pl0j4TzN/Fi/G+Nl8D6x/GaZXVaLAIrQcCCwTjMBFwYjeWWrWYwXhhK5QktiGudNsC5Ca3Y4u5uoBKvAqrAMPxqoEvE/mkYfLE1LZViIhEbbFazwuXK5ETHdZwjUoqD6kJNDgJs6gRX6sqKh8pHfv6ky9NxptIhKac5531a2GdxKxvgdBiLi+FfNr4E6tAnrOu4i4lUkzMlXUzKeuAwrznaaiUWNzzgt4C50jikxWBm31UcoIsTAWU1rtJ78eDwC1Y+Zct5oyMjOOL+bMyjhTyizkjI+N4I1vM0+EeSD+nf8zy0H7s2vDXjiELyN9GubWNNRARa8HXra3DN5dU2cLO+qzdDpdkgErF2hZcymbs+lXbIFIQmnDOt0V/vLj5qyehjDKNn212f8EFOtEMojpXtqDZvBLXo1/ZCN8xn7ysDJtpqm7p/cFTz3xjkHy19qBwHWMubtpElMfgIagfXZwSvasCt4Y8bnaMYW7tbSCnSOTdWy+voD0DgaIeLlgb7G5DzEPGOpg8O5tI0gBxoKrNDhmsD9BJpRo/51sI0VRJVjJ6iPMtE8JKy9GrKjZDl3F8zpFk5aX2CZVhVx72PmHKHUwyMjIyjh7yi3k20l9eSRLIMEuyZaD7ElluNAwa67DCQC6x2i+ykCVpg6pEOOhSsCYrWyCtILKzS/YTxgNT98o6gtighM1KKwopfATSykGM9VldiH6JNGyvrIdzkqTOWjHBQslSnmNE+O1KlwvjCu5jbRsnzPPCfquwpCPLW3GfQRKBFKaK0w4xxWq8L3oi3X7xI09RrT+98rXJmKReaiXS6qSVfQ33hF1LuliHlX+DRBlhpRoYVUqFXhuG+3ipF/TEToIV5/L0u41+sKxLpUVLupnssphLArd1eCGURb3cC7mNS7Xwt0gRrqLj7Bt7UI87SsgWc0ZGxvFGJv8yMjIyjhayxTwDZpLtXCVcLTbLTN35iOyh1w/vj7mxUcigX0w6SZJ6jDnguy6WN4OfTt3hYTOtIoRID8IUnDs8PPV5vlOeGoYjWClZJrLDHFBqM1dS/Wcevs0QTVgObzrSsk65ocZ6sVgRdZcrCFkMkbvMbia9pTj/NhYxCuOSU48r/5Lz5fkbrjeJqrsbobzxMhoFfyvIv5MJL8UKva/14lzxHbQV1nm6G6rc4lBCHL+jiNH1QQhfMJTCEMUFtNfpJInmfQ+hjSbCKhHJR0GvsgucgLnaZQTl9UEgz1+3EBrZPt8JXeguVtBFV9JyIyYvDwT5xZyRkZFxhDC/3vKRwuFazHI1ayPrYMtAVMGCTK3R+iZ1EsLyyJKukByiOYhUtEZskVkNp86uD8PigBTJqTRdjhYdCT9yOjERWEKw1OJjsyddpxvme3U7WCK0jHeurSRd3wLR00/PnZYtCTtcR0wFnJGa1+P7018IJ9m8Fo7fR3eS5nogewwaGjV4Lf3lxGKuFpOiw5LCtsjxSP4QVxbaKsIGUsmYvvZCL1h0tJifS7ptrCPN7dsh0vKFzmmsE+4V09rO1NYK15Fiwu/F7upkfBJlllv4Y7gCYq1Ria3vE5Vw7rRsK/ASaWUvoly1zCqW4g4mJD4jzRC4MS/hPHi8VBtjq1+SA7kP5FBGRkZGxlFDfjFnZGRkHC3kkuwZMAtNQuuoxupXyt0XutHkBchRRJ1GFtnlBJKhrdgNtUW4jzUmxIKUbKEKcCGMU4lJ5tlGxFpUMYcxQjfT9GMoPrSyRJc0bL8BSc9urzh8MUyqKaPQAENHW8XnUd/kuJxI5HVoXEX4YhAuRIXcDkJNzYsx6dO7N9wfSrb2F2dLVHoihNVB7vJSI5BmL3cCacYwwXctPDsZP9s/ORlfHMQVa/8t1vv/2ndOxndU11WE891TYb+d0IXmZKIE9XxndTJm9RxzgZnvS+nXFE9tBsKRXVoWML4DimBXe4FsvB03Pm2ayjmT8GOIg4TqlUGYe83CMa734jDOgct+5hhzRkZGxtGCqbgn1FHHzBezmbU0aoHSHK//MXf/B2Z2StK/k3SvpGck/UV3vzp9X65WbfRLvV5BDX8TpNFSfBkrHVjDyxAKRwpXL7KQIDu4HU4vIgUl9e9eDetdDdZoZCVj3FvB8oT867eKCUpwS3IQbk5ZShB+nuSiLS4EK3ITPfy++XQgpNa2AtG02ApW6nWQhZVafO4DyJlWusVpUxX2h4NBRu9EkpaeD8dkRaKBRLXe7BSs4UpcjViDfOvmHcUpfVGvxQZdlXjf9DzOrgTrkNbdVajuf61zbjKmNXh/M8iEStJnN795Ml6FiP6zvWAZ/9fO2cl4A+TfFqzc8+1ANkrSVh9pmrCM13rhGjHdrYtUytVmTHTyuzW1sF6xxUtLmoRfatVzmzJE2yP/8jKqE+9ZiF8ZX+uf1YHjFrSY51EM6Uj6UXd/g6TvlvRWM/sBSe+X9Li73y/p8fHnjIyMjCOFObtkHynMfDH7CDt9qOvjfy7pbZIeGS9/RNLbb8YEMzIyMvYFn+PfEcNcMWYzq0r6gqRvkfQBd/+cmZ119xclyd1fHLflLtr2QUkPSlLr7IoW6iNXaakZXGB27uhvxETGYAW5l1fQUSRwJ6IMCkWPNu6EPGYnPlVKhTJMER2bveYw7pxI2s2j9xy81WhMko3ueK0ezm9xIRZa2rlWUtLNpFJMM2+CCFwCWbh2Ka6uignK2QJB9Q10hdmIj22D8LlxIbjz3iBZChJ2jUxiuD9eS+cYjrlwJRxj+zT2xYpAhLx8Oan8A9m63kE4oRlCA6v14Goz5ED83uDe6PN9zVDN9ntb4Tu6+U08kCTW2NHjWjcmwK5jjp1BuI4UsqLYEENg7SQPuF4t7hvJ7TcQIlmEwNDpRrhX7NMnSXc0Qh42CcoWehluIs97BfnUr2tdmIy/tHlXtF8e/0BwiwrlzyV+6u4Dd/9ujVp2v9HMvmPeA7j7w+7+gLs/0FhdmL1BRkZGxkHiFrSY96RK7e7XJP2OpLdKetnMzknS+P8L5VtmZGRkvDK4FWPM82RlnJHUc/drZrYg6cck/bKkRyW9S9JD4/8/OWtfVRtqtTFyGdvILR3AxRqsxr8V3Y3gnqNSVtXNsF6bbh07Z1ByOcl/ZWkxdV/o9vQW4Obj5iWSt5EmMb8bIHwxXECWApqDVkqarErSaiu413cuB9fxqSshjsOy7S7CHQx9qJYeoyQcwK4w3eJxCq9T+QjZHheuheXtYmEavzOEL6rb5Sx/Z7XYfmDYKtpvP2luOqCrH272pXYILdzRLM7lrSNsdHs9zk/+4ua9k/FyNbjqF7vhIbjUDXEuhgwoOLXZjXOEmXfN+xh19+DLBI/2hpLsFoQyohL/HnO7i2/wFTz0C8MkRIJwzen6xmTM0A1DHMzQWLHwXC9W45vYL6u53w+O4It3FuaJMZ+T9Mg4zlyR9FF3/20z+0+SPmpm75b0rKR33MR5ZmRkZNwQjqJFPAszX8zu/oeSvqdg+WVJb97TwWyo28aVV12YqSQv0p5fgx4tBljGHbRsB9lDko7SlamaYXclrMfKNlq/FB6Kc5LjfXGbQQtzacEcbYIkWwpWwjJylU+24lzRNZBAizX0qqux0oqVUqgCpMWc5EdHhB83p/oq05sjqzoh1rr4EhV+7ArjXVhk6KloL4V87Oow5P6ONoJQ0ymQhJwX72kJoSnF/SWrsIB5Tc9vr07Gy7VwT5jXu9FPLFs8w2sW7tWL28U97S5tB+t5sxP21e7E1mi/y6pN3kesRCEsvnmS7i1dhX1XQTTXG+H+sHsLSUFW4S1Q+1WxABRxXysQoqvVsE1EEMKqXqjE1nqzUeIG3ShcByaUb2ZvlfSrGhVLfMjdHypZ7/sk/WdJP+PuH9vLtjs42M6HGRkZGUcIO81Y9xtjHkcMPiDpz0p6vaSfNbPXl6z3y5I+vddtifxizsjION44mKyMN0p6yt2fdveupI9oVMuR4hck/XvFyRDzbjvB4esxjxmmMyBbylqmS3FzkQ24i5EXSz3kbYQ+UCqdEkV0d3tIoeV6USijOLVVktRfYjdWTHgxuIKNxbBjlk4vN4Pb3KrFAi6vWQzX6FI7uMG3L4bYCzVzeR2Z8zr1wWOnEJJ/5OtwE9LSdkNnF+syEZo3BTnc24EksztCOXmkiS1p2Ch24Wvt8KF7giXgUxQRYBKxtP0lBZLuzpVArrZRLs3xcj0udx4iIf1iNxCGG+hmstEJx9toQ/95K6wz7CR62d3ie8dnNsrb5qVLQhlssNuHFACFrVhHwBLwS4j/dRNS7myrOI+5Ai3qFRCir22EsNU6Opt8a+vFaL+pNvVBwHyuN+9pM/s8Pj/s7g/j812SnsPn85K+PzqO2V2SfkrSj0r6vr1smyKLGGVkZBxfzG8RX3L3B6Z8X/TLn+75VyS9z90HZtHq82wb4VBfzI1KX9/UHEkBPr0d5AhPwBJJ25ezR1sDqT8bjWB9dEGeDEBwDHuolEotKn7mIUmMkQwDeedJTzlKdzIVrrUYLGNayUxPOtkI576TSrgDXos7F4OFQuuFgjc0DCJBpDSIxlPnGBwUxZgibqk7hUlBqiKr+pguZ02yqNhxP+mQAUu81gnj7ko496i/IyVWk/TA6DnAd73oOob5VurFfzPPrMcEJT0cigVdbwerj9WYnQ2c+yaszESWtdIjOQtrlh4NjPe4L2ZCfOIvnAJh9K7oTG5g87RrSTRHC97GNy0Gec9tPDi0mNnXcAUpoi2LXdmOx0ToQeCAsjLOS7oHn++W9EKyzgOSPjJ+KZ+W9BNm1p9z2wjZYs7IyDjWOKCS7Cck3W9m90l6XtI7Jf0cV3D3+ybHNPtXkn7b3X/LzGqztk2RX8wZGRnHGwdgMbt738zeq1G2RVXSh939STN7z/j7D+5122nHO+QXs2kw9qNf07w+WXoCWq9X+4vRFmwueQWhjAZyeTcbqA5E3mcHwkXD/pwJKIwA0M3Hza03Y5KOc2HoZaUVXPjFOgg/jCnaspBUQVE4hmGNdbR1oQAOQyRbqCazhBBiBxXqRDOuETWVxSqDVkwCsWKPwkW2EOZoyF0WyL9IxGghyeVFM9ceutJQD5qptJEecwrcx9Wl8KzxmlIY6sJWYIN5P7v9+M+FIYstdpJp87nD9UL4orZWHJKR4opVfleNI13FSB5z/jlFYlJDkn9hnSisQc30JHx3Au2ELnRCWON1i4HkIyl4DR1M2Ij2Yj/O+R6k7YH2iwMsuXb3xyQ9liwrfCG7+1+Zte00ZIs5IyPjeOM4Vv4dJCoaTuT/mD7DX81B8pPfhMW8goqsy3VoEMBips5AuxWssF5SUUjLOu0csgNaSxwv1GOLuVUrrlZagmVM4vL2Zkh3W0JeWj2R82RVFKvMFpDT10BKU9vCOtRI8JT4ZDcVZmbBuKN+SHcZlXPd+CnvLbONSLCwKnVYhB1cnxPhvtHC7i/HVXW9ZVSjoZqTPSAj72ZKHLGK/pJrW2EH51aD17bdA4GMZ4X3dit5hja2cL6wKIdMVUTfyep2GDMtk5WnksRmIZRcjforNkAK4p4whXD0XRg3wumqh8pXWtLeQEUtqm7bibdwFd5Ca6lYH4MVd+zwwnXubYRKQUl6pntGB4mdApNbDdlizsjIONaw4a33Zs4v5oyMjOOLI6q3PAuH+mJuWl+va4wqFZ/rBenKlUrw3c7W16Jt2kjEvF4JTEYNLvyJenGlFiUE+wmp0B7MPnVW1TF3uDeICbCTaIBJEonbNyAIUyl5Uk4k7A7DFySqKiV+eyUKvYTllhA3DG2UcS0UZmKebHelnJypoCpwsBDmXqVID1jU7iqq3xpJqGkpfKbgFOcSdY5ZwLknzWfrCGU06sw9DnOk6BOJLgpJWeIT10D6bjNHGdWntavhGGj6ERF5zbV4v5RZrW+ishK3nQ2AWQ25i/3Dc9BjHjMef0cifh8hqD5I4naSG76FUNmVTvi7ZGjtXCvETv4YIYpTtSATSqGj0eckrnMAuBU7mGSLOSMj43gjW8wZGRkZRwuZ/JuBivmkBPP+xkuT5S8NTk7GDyw8HW3zte65yZgNHbdqxXqwWygJvd4vF0RhM8yy0EAdy6nX22jG4s4Mk9y9cHUyvoZOGKfQ2PJSJ+TJrtaLNWuluDyVWsAUz6HryDJbhjVYGi5J2yxRxvIedIDj7i9hnHYzad8GFn8xzLF1LcyrhzLqQbM4J3mYPIlshNuFyFQPaa/MwfZI7zqe5ABZEs2F4o4vtZJOMsymWW/HzxzDF76F0A1ylKNOMBCGal1DDvV2/OZoXA/HrFIkCuMmCK3+UnhOFi6nIkbF17t5LaxjUbYH1i/J0JCkDq4dy9EZSmQoboCYyqlqCGVUE3N2qVLc7eaG4YqLEG4RzMzmNrN7zOw/mNlXzOxJM/vF8fJTZvZZM/v6+P/bZu0rIyMj47Bhw9n/jhrmsZj7kv6Ou3/RzFYkfcHMPivpr0h63N0fMrP3S3q/pPdN29GomcDot4CiJt9UCyIo1xLZv+9snp+Mn+0HEZnVSjDp2rAsSSqerLLKKyEvYFlfRqM+9nWjZcoqPFrCknRn61rYL1izM81gGXxjM8yLHTJe7gQTMCUoWQnINvbs/nKtG8gpklns6dbvx9ZOJA0JkRyHeA/zZIew+nrLiUgOpsyWeOt3hePXN4vzpknkdVbj/UZVfTUuh6V4EhWXEK9qNZM+crCY67CAma/M5ZTqXKiHfaWGV9RbEF4IRYkiku9q2AEt6cZa7IHVUE1Z3QzHrzAfHKJPlV54BvqLcQVlD3nNvA/tU8VzrDX4PCCXvBHPkXUA9CqI22rF3iDrFpYasYW8aFMaTN4AbtU85pkWs7u/6O5fHI/XJX1FI33Rt0l6ZLzaI5LefpPmmJGRkXFjcJ/v3xHDnmLMZnavRv3/PifprLu/KI1e3mZ2x8FPLyMjI2N/uBUt5rlfzGa2rFHLlL/l7muJEPS07R6U9KAkveauqhbHNaK3I8h/DT7tdzauRds/gxrc72qEbgckE57ph/A2ScVrwxByqCYdGelOMWTBsMY9zcuTMduyp5rRbHf/UjsQmZHGLztDoBtJ2rWEWEOYgmEOlsdS9GUTwkUkvNI85gpyUofoajGoUrWJzlRxHrEUx+fA+0Tawf1Fm7kOLvtoG5ReDxG+GC4ifIHzWFpF2Co5X+aZn8CY15H3gTrE1GzeFRLC5aKGMolT6iYz35j5yY2rsftevR7OxboIX1AACmXU1T6uSY8169KwEZ5NUpddlLwnOkIBrAYfxM41ZQyubodjsMHtxW64qd+y+HKYL65vSv7dFNyCL+a5pJzMrK7RS/nfuvvHx4tfNrNz4+/PKe5xNYG7P+zuD7j7A6unqkWrZGRkZNw0HEQz1sPGTIvZRqbxr0v6irv/U3z1qKR3SXpo/P8nZ+2rIldrTPrR4mVaWjuJ93wHKrVehnXWxS/2GaTf3ANW5ctIL0pT0ar1UJXETgttmITssnIX8ovqFpMdT26ElL6zC+sqAq3nTfSE47gzpRqRFndpbz+AHVOuXl2KvqtUS55EWkggAnuQ1PTNxHIqERKiNcxLz0sXVRe2yv86aCVXIJhTQ9piC23vUzLqzuVQcsf7QOnKtW6wJynL+tzaajheLSHAkGLH82LvxBqMXL4Aalsg77ZjstI2g8nta+HZ9g46wdQgsQrdTmvGz1BtK0zGa+HcI0IWnlLU57LD5yz2kPuRCFhYzopapstdgkvEriWXB/GzeVftmg4ULmlwBN+8MzBPKONNkv6SpD8ys98fL/v7Gr2QP2pm75b0rKR33JQZZmRkZOwDR9EinoWZL2Z3/39V3ExQkt58sNPJyMjIOGAcwayLWTj0kuyJG86uEqhea1nsKg/hX9cxbkXbwO3GPTgTacDG+31pEBiPa4NAHr62GXSiN+vBvX2+E9bZGMQVYCQ8nt8K5B8FcFhlttmJtYd3kOpC83MVbnOlRCe6rHpt5UQsjrQJHWFFVYzIW2W4A24sxYJSpE1qJ3NkZVkZzZAIDwmkZKUV3PFmK1zrZXSIYfeW21rx+S4ivFVDvCUWwgoxhz/eCPd6VxNfgIQYm55CljoO7yBiYXCvrZsQwGhe6yD8hl10tIEwk62g40o7CYsg39n6OCbmFQkalb0RhumzWbwa/xa2wfSeBCPKDia3J6JF7aPbjPVQkbUyMjIyji+y7OfeQO1q2myD5CpCMkFnqsHSbBpS0ZBc8tVe+AW+B6TGH3VjK5VpZiQjzndDdeGz7TBm2hRlDiXpOtLarm/DSkb1Xacd5jvsFaey+TAl8nzmeg3oYNC6Y8pYdyu2QprLYZsB+iJWV8J16EP7Iep9eCKu1GL1m/eKicio5yDGRi8gISRrjWBFkthjH8XbmsEypqW2WIvneLYZCNl5NFKu1HF/MXz+YqI60ClJasJueYiSRjlRJxcpjhtaC/Ot4rlB1x71YCXXICwiadigTknxBCr8A+QlmdIhht4c/5ZIrtJTYUoqJUDb9fjv8t563NFkvzDF3smtgmwxZ2RkHGtYjjFnZGRkHCHkUMZsuEL+MvOYSfClzuUgIv8CLg22VARyS+se3OEtj0vLSDJcHwR/Nc133sEGXOCLW7G7eB0NPrtdVOUhhMAfbetS/CZch7SY0uHeR88WiLKumAyMdXAIS5q8MrTB7xg+qGPc2SonZBoIi5T9AZSRmBw3kwa37ASzwso95B6fbQUSabUewhrMS5fiqk2SUB3krDNUdaoZ1mGe+dJSvN81hm42w/YMDaD4LRI3qrUhObqZPHMnAzFt166rCNbAPVkMz28aFqn0isM10WOO+xaFNXg/k2cz7eYy2R4bNdG15wL0Wr9vKUj7LiYyn5vDYjnfG8fR1MKYhbkq/zIyMjJuVRxU5Z+ZvdXMvmZmT40VNdPv32Zmf2hmv29mnzezP43vnjGzP9r5btaxDtliNg3GvwUDmHe0nlPyj9b0wIst62ULp3ER37wEDYv0l/iPu6cnY1YlXYIq+8V2GF9uh33tEkxfDxazwwKu0hJCyhl1FZhClfbfo1XDVDRmFA1hfTtE4A3XzafomjQWwwQGIPLYJ6+JdRqpZVuSokeLilYU12/V4tQuYhVWcgvypydhGd9eD0TvOWisDBJ7IxJmx7xe6K1OxhsK93AFqXNNaGik6YyR5shCGHfRGKDJy8W0wRqe+VbyZ3gyPGuVWthXpJuBe+qt8EAMluNns78Y9t2DPgaPz3Q5pjOWPX/J4SPvhpoup3B/7mpeDXPE/Uk91BOV2Cs5EByAxWxmVUkfkPQWSeclPWFmj7r7l7Ha45IedXc3s++S9FFJ347vf8TdL2kO5BhzRkbG8YUfWFbGGyU95e5PS5KZfUQj6ePJi9ndN7D+kvYR3c6hjIyMjOMNn+OfdHocftj592Cyl7skPYfP58fLIpjZT5nZVyX9n5L+u2QWnzGzLxTsexcOnfzbqcBrRORfQNoLoYcfnbbg0iKP+bqH5T34+eySkoIu1Dzhi0trYXlKhtlauIy1bYQy2ghZgCPjeFp8ixKbQyR0o/lK3OkDfij74Wk5vg4MX/TakL5ETvQCuoBQNIkdPaS4C8hivbj7BMMB7FHICsZGJb7zdy9eVRFO1kIo4446yL9qIOzuqV2OtolkPFHaxufjhR4rO0NYg5WCC4343FnN2QbpZrgP8b1CH8OVcN1q20keM8WkauiMgvUc4Q/29WPoQpKG6LFIl94rxc9TFPFjznliwkWhqpKH+EovCBQto+Ehc5rvbsT3qltCvu8Hc6bLXXL3B6btpmDZrh27+yckfcLMfkjSP5L0Y+Ov3uTuL4x16z9rZl91998tO1i2mDMyMo43DqaDyXlJ9+Dz3ZJeKD+k/66kbzaz0+PPL4z/vyDpExqFRkqRX8wZGRnHF66RSz7r32w8Iel+M7vPzBqS3qmR9PEEZvYtY5lkmdn3SmpIumxmS+N+qTKzJUk/LulL0w52yOSfTco3B8ZMjOKcZinWZ15B14ZLw2JGn81c2aXkqc7ZaL2XOkFs6Ho3bHMdwkNrKK9m+MLX4lBG1L1is6TJJdI1o1AGPPjUi4u0cXFIeNoyCgwNi9cZduIdd7ENu4AwLEFXdRkCQScbMWtO7eOoHBcZF+cWQi4uG8mStR8mNgKb4lL/+v5m6ISxhpNkWOL2aixi9Fw/3OvX1a9Nxs/0TmsWVlH2vd6LMx7WkMnB69hbRTNV5Cu3Qz9eNa4jq6IS/xnWkc1T66BsHbIClS6OhyyQQSO+jr0laCqjkwzS8uNnBY/KkOGwpGSeEgE1PAPLJeEsNj+mUBjlEG4GTH4glX/u3jez90r6tEblEh929yfN7D3j7z8o6S9I+stm1pO0LelnxhkaZzUKb0ijd+5vuPunph0vZ2VkZGQcbwznM4lnwd0fk/RYsuyDGP+ypF8u2O5pSW/Yy7EOnfzbsYxIvrHvVz0hEnognuoeLvDz/UAs3AHih1Yyq/vWaRZIWkNTuY1++DVfRyeLdgdWMiQeq+3YKqmC8GO/tzqSZ+pb4byqXbI7YcjcUkkR3dCDtcNCvkhcBteKKbdeiefLK1xdQLUfOnTUcZAlWEGLSe4x81a/czX0ZKzByr3WCx7JClp68Bn4E4vPR/u90g9k652wcmkl/8kWSfKA9WEsjPP6RiAS27gw344ekk92AsG+AJemgVYsK/W4Sm17AfnDeD66yAfvnURu+Ho4dg/Fo6wIlGKit48uInxuKuwgwkLSxXhfkddVZiVHkqV4OmAxV5LuLdWS54OoRH/Xg8JxKvNZLRGWumHshDJuMWSLOSMj41jjVhQxmkn+mdmHzeyCmX0Jy06Z2WfN7Ovj/2+bto+MjIyMVwwHk5VxqJjHYv5Xkn5N0r/GsvdLetzdHxrXjL9f0vtm7cjdJnmKJGtI/rWTuuRWiWtDF+i/gMRhHuTLvUD6sDGkJG2VhC+22mE5c3y1gTzVJNkaPFUUvmisgyBB6/oqCB1WJbEppiQNGghfwN3tgqSLLhfDF2ywmdxlurQOIpB6zlFnFNwDEnyS9CdOhnAAc4y/sR3uCcMXTYQGFhEyWB+EcIcknauH8MNKJeyXJbsMgfEZem2ix3wF1+saEnWpI7wEMZ1TtUBKdpCfvNGLw2HMa95EqXqvihBHC/e6xw4xYT/p/cHho3J65rX3Wwhx4HT7sVR49EwMSvKVB2iEO2zi7w1dZGrN+KFvQeSqOwgnc2aZpO0Q47D9gOHJJHrXK22hcqM4mi/eWZhpMY/z8a4ki98m6ZHx+BFJbz/YaWVkZGQcAFyjLtmz/h0x3OjP01l3f1GS3P3FcTVLIcblhw9K0h131jQc/4Tzl7E6paS8gcj9c7CqVpES1fMOxuHXm4QfO1dIseXX7UPoBVaNYxylxG0lYjb94nFtO8y9sQ6BIbRvYdoTq7EkqQYysHsC1YWUA2UFF6ywqNIwMUuGXVZ9Ff820wqi9OXrb3spWu/59upkfNtKMPVoJX/7QrCqr6Bd/Qqs31YlJhVpwa5WAqPag7BrF3YFn6FpXE9sxYXxvfWQwnUNMrCsaluux6mC7UG4J20ICfVBzPWqkIGFR+K4B6mnFPXgY/pavdhK7ga+O3r+pJjkiyxmpl9CgMlhMVcbSPtLpGMXkULJlMkFCE6dhvtI7+gSCPqz9VjWtHoTmLpjGWPeL9z9YXd/wN0fOHkqc40ZGRmHjFswxnyjL+aXzeycJI3/v3BwU8rIyMg4ILhGDUZn/TtiuFET9lFJ75L00Pj/T86zkcvUHYcw4hxH5NIm25DUoev5Qn91Mr5W0oGEhF9K/jH/to2mqVFDVGgdR63nE3eR31U7EH5hvjFax1c7CGsMykMZQ0OuN8IiQ7i+JPKqnWKiKHVvWS3ocK/pgrMKkMJFL7fhN0t6w4nzKgLd2C0wTcxJbmOSZ2uxS0uSrwHi6IQFH55hriZCDqkQFhmwe9AglAJZF1FaybDKWQgl9acI7HQRRyK5dR2VqH2ISQ2oo11J98tqvbCUjVmgDzS1aWpM+CHcA2LPQVBWQPJR1Kqe5DGzApQdX7ZxHa9amOQAjWRPgy3nMyDtDpnsH0fTIp6FedLlflPSf5L0bWZ23szerdEL+S1m9nWNhKMfurnTzMjIyLhB3IKhjJkWs7v/bMlXb97rwUaynyProEyKMSUC2e1gCXX1/KVlKs757qnJmOlbz23HqdZ9ppyxYq7sB5upZKlJximXNwspBh4K6yUPCOQcI8IQLDLT6Fg0Gc0xOSeuxxS5MlCS80Q91qG4DNONqXB3NIKlyb5u9Ggo1ZmCaY8VnEC0HCYk10n/0Fah68BLwct9cRBK8V5XD5E5ViAuJ70ENyrBHD2BqsDhAvVLwj3cwjx6HZCCiQ7FsI6uJUMup2mswnHaaST6Dlay6niG2K1moVi7oplYzKwAZT/Mb1oICVyL8E5I/lFGNv17SbvP7BuuWETmFkFm4zIyMo4xfIq1dXSRX8wZGRnHG0cwVDELh96MdSdsUXcImWAalcTvboFpozjN6xoXJ+Ovdl4zGZ8DufRf2mF5f1hO3Ay9xJ3nVKZ4/FEIIRIYKn4gmLdq1H9JvDi2nh+0WDVWLFY0Nxi+KAlrlD3La724Qm8VoY1myjKOEQlW4QJNa8rJ9Rqg8ygT2fPiPOZd9wonw5ThawiHvaYKQgqhte+AUNLXOuei3TK0wXznGkI/DJnVsXyrHp7ldi0mwBzCUkNWC/YQ2qIOVhTWSOU58aFWkqOMBrkct1DZePsiyhEVC3+tNsIzcLEbGhvf2bo2GfOaVqIwZnLfD9q63cnKuMWQLeaMjIzjjWwxT8dQ0MrALyXT3U4kBMsZCyTS17vBAj5TK+739qX23ZMxU3eGiRnVGfAXHJV0JWRYRKokaW2xxCbGMM9I3FTAOnmjWri+JA3R7y1qV08jg5vQiipbR5JSgmhncclyNg+4azlOa6Mnsm3BiqoOaIWBaMIfCb2mavIo8ruuiolA3rde9McXW109plziIp1CWtwVWM/00iqoMH1tI+48fwWE4fV6eIZ5TSpL4XiXqoEobYBM267Hnka7G65FHxWYA8iJeqRrolIY0s94fzmmlbzSQjoiejWmXiXJP2qp0FugFgn7/F1HDuBW4mWdsXUdOPKLOSMjI+MIwV0a7M5sP+rIL+aMjIzjjWwxT0fPq3oRbeJ3cF8z5I0+0437sC02g2vFfOWXequT8aV+IByibihw41JXjEQMYZFAUFgeickkPCKLCinVyY4kg4Xi3NRKP3zoL8Q75npd9nVrYr88HjgkLxHCkeLQi1WLH1rmrVpJe3pJalZRzYYd040lwVP3fuHylPStlxCGFLmJiKKSkI4UV4ySB+ohBsB1SFRdg3DWHdXYzWafQkqFRs8pFIZY7drCdduoxR1XBs2w3zWEkTq94vBbBc+5J895DWEK3sc+Oq7csRyqNGvYF4lLzleSzjTDNmWk73bSSWYHi1Bgup7olFLY6sCQX8wZGRkZRwlHUwtjFvKLOSMj4/jCJc8FJtPR96ou9Eau3R0Qh/nDrW+ajNNmjE9D6nl9iAaqEJq9DW7kpV4Ia6yh40QjCV3UIrYaY7h+gzpcxFpxhoWUdINARSsbY0YNL2twSSFuxLCEFGdvsPV8WYiFgkYMawzrscXgbEvPxA8w9XRjie4gfmR6WG+ePGaW3zNDo5LEH3rM2GAeMkMZ0TY49q485jAcwJ3nfimIVGWuNBrZXhiEZ0uSNnHjWXa+EmmFh3O/oxFCIS9Ax3qxFmuFX2qH7I1lhPKoezyYo5ReijM2VprFedfLaKZKHW7+zSwnjWgpCsbsJ4a2tvEQrin8LZ6ArjUb30pxWPLAkEuyMzIyMo4Q3KVhfjFPRW9Y1Ytj2Ui2tKe1lFpd1/thveVqMRH4XOf2yXgLv978Jb/SiSvWttHBhJZID73M+ujd5rA62SNNSoSEYJizXxslOSlCRCZuV3tD9nsrkfqMOlSwJT0t5kZiMdeLiSNaUexQQe+ilngeUeUWBXfYXaSEWKt4MaknJWJFWK8SVYmWxQ5TndMwJGE4ZM9AnPtWSU7za5A7L0m3eyDANqvhpjC/mR06KH/K53x1IRZzYh405UT7ELXi8h6s3JSorZUQ4MxDJmJxokDe1ZKHk9V7zegZCuNUInYHm9AiTT2w9Pk6ENyC5N9N72CSkZGR8UrCh8OZ/+aBmb3VzL5mZk+Nm1Cn37/NzP7QzH7fzD5vZn963m1T5FBGRkbGMcbB6C2bWVXSBzTSnz8v6Qkze9Tdv4zVHpf0qLu7mX2XpI9K+vY5t41wyKGMil7aGgX3I/cY7k+rFruhdFcbIBaWoPXKcmvm0nJ56rpd2w6hjSZKYtu94MZWIPQygIBM2mGdqZiRfm6teFztFYcvkmYOMcmH5ahgj9aJwhroVuFJKIO5yxUQgQ1cBzaoZbcKltaOPodz6eDC1EHq9FiijDPpGUuyY6ul4+FilJJ/vHhT//ZQWsxnJVICKt6SoZpBwipeG7JzTjh3EoFncN+f7oYbdGfr6mSc5vJ+6/LLk/EaQnkbCAFsgNhmY+FUeoDdRcqwhnkxhMRt24P44WTI4aVOmD/JQ4LhQj4za92Y+EzzsPeNgxMxeqOkp9z9aUkys49IepukycvVHbEtaUnhqZq5bYpsMWdkZBxbuCSfryT7tJl9Hp8fdveH8fkuSc/h83lJ35/uxMx+StL/JukOSX9uL9sS+3oxm9lbJf2qpKqkD7n71BZT/WFVl7dGqUD0LqpI02J/OSmu0GvCmr5mIAWR7kPrgbi4tRx9vmMp/Lg9czV0PSnrOUYrc7Cc3Oh1EDHL4Re/xmYfMASYXjfN0iOvFnFsrDRkihws4yHa0HstPifDZ6YHUtiGMo+VKZV/TJsiocU0ukqFRB6Fh1Ddl1yIucSOeFo05Kdc04HKCcfC9SnEk1AylCDlvi70A+lFy59EYhMCSluD2GrcSD7vgBKr9FxovS7V4vSzTRB4kbiS0RMN29OjuQJLeDnZ7zWQ6bUScpfW71VYxrSq0/RYeqwHAp9bKP+Suz8w5fsiU37Xk+bun5D0CTP7IUn/SNKPzbstccMv5huJm2RkZGQcNvxgQhnnJd2Dz3dLeqH0mO6/a2bfbGan97qttL+sjEncxN27knbiJhkZGRlHBz6c/W82npB0v5ndZ2YNSe+U9ChXMLNvMRvluJrZ90pqSLo8z7Yp9hPKmDfm8qCkB8cfO3/wk//zl/ZxzFsZpyVdmrnWEcEfHOzubqlzP2Dkc79xvHa/E1jX1U//X/6x07PXnD5Pd++b2XslfVqj0O2H3f1JM3vP+PsPSvoLkv6ymfUkbUv6GXd3SYXbTjue+Q2mkpjZOyT9GXf/a+PPf0nSG939F6Zs8/kZcZxji3zu+dxfbXg1n/t+sZ9Qxp7jJhkZGRkZs7GfF/Oe4yYZGRkZGbNxwzHmspjLjM0envH9cUY+91cn8rln7Bk3HGPOyMjIyLg5yCJGGRkZGUcM+cWckZGRccRwKC/mvUre3cows3vM7D+Y2VfM7Ekz+8Xx8lNm9lkz+/r4/91daY8JzKxqZr9nZr89/vyqOHczWzWzj5nZV8f3/wdfRef+t8fP+5fM7DfNrPVqOfebgZv+Ykbp9p+V9HpJP2tmr7/Zx30F0Zf0d9z9v5H0A5L+xvh83y/pcXe/XyN5wOP8A/WLkr6Cz6+Wc/9VSZ9y92+X9AaNrsGxP3czu0vS35T0gLt/h0bJAO/Uq+DcbxYOw2J+VZVuu/uL7v7F8Xhdoz/OuzQ650fGqz0i6e2vyARvMszsbo1UtT6Excf+3M3shKQfkvTrkuTuXXe/plfBuY9Rk7RgZjVJixrVNLxazv3AcRgv5qLS7bsO4bivOMzsXknfI+lzks66+4vS6OWtkSzgccSvSPq7irXfXg3n/jpJFyX9y3EY50NmtqRXwbm7+/OS/omkZyW9KOm6u39Gr4Jzv1k4jBfzniXvjgPMbFnSv5f0t9x9bdb6xwFm9pOSLrj7F17pubwCqEn6Xkn/3N2/R9KmXiWu+zh2/DZJ90m6U9KSmf38KzurWxuH8WJ+1ZVum1ldo5fyv3X3j48Xv2xm58bfn5N04ZWa303EmyT9eTN7RqOQ1Y+a2b/Rq+Pcz0s67+6fG3/+mEYv6lfDuf+YpG+4+0V370n6uKQ/pVfHud8UHMaL+VVVuj2W/ft1SV9x93+Krx6V9K7x+F2SPnnYc7vZcPe/5+53u/u9Gt3n/9vdf16vjnN/SdJzZvZt40Vv1qh10LE/d41CGD9gZovj5//NGnErr4Zzvyk4lMo/M/sJjWKPO6Xb/8tNP+grhHFn3P8o6Y8U4qx/X6M480clfZNGD/I73P3KKzLJQ4CZ/bCkX3L3nzSz2/UqOHcz+26NSM+GpKcl/VWNjJ9Xw7n/T5J+RqOspN+T9NckLetVcO43A7kkOyMjI+OIIVf+ZWRkZBwx5BdzRkZGxhFDfjFnZGRkHDHkF3NGRkbGEUN+MWdkZGQcMeQXc0ZGRsYRQ34xZ2RkZBwx/P8oKkAUu/oXPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# VISUALIZING LOCAL REDNESS / BLUENESS OF HOME DISTRICTS, variation in h.d. pop's\n",
    "# first, convert precinct-based stats to grid-based to enable heat-map plotting\n",
    "xyHDvGOP = [[0.]*maxY for x in range(maxX)]\n",
    "xyHDvPop = [[0.]*maxY for x in range(maxX)]\n",
    "for x in range (maxX):\n",
    "    for y in range (maxY):\n",
    "        m = x*maxY + y\n",
    "        xyHDvGOP[x][y] = HDvGOP[m]\n",
    "        xyHDvPop[x][y] = HDvPop[m]\n",
    "print(\"here is a heat map of district red-blue\")  \n",
    "c=plt.pcolormesh(xyHDvGOP)\n",
    "plt.colorbar(c)\n",
    "plt.show\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5d66fcb-6f61-41f6-b6d5-b4ea3504cfbb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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